Group Project 4 COVID
covid_p11
2022-03-28
Topic: COVID-19 New cases visualisation dashboard: Shiny app
1 NEW FINAL JOIN CODE BY MAXIM
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# THIS IS THE FINAL JOIN #
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# use covid_joined for your work and filter it to country if you need #
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covid = read.csv("owid-covid-data.csv")
sp500 = read.csv("SPY Historical Data.csv", fileEncoding = 'UTF-8-BOM') # This is for US
TOPIX = read.csv("TOPIX Historical Data.csv", fileEncoding = 'UTF-8-BOM') # This is for Japan
ASX200 = read.csv("S&P_ASX 200 Historical Data.csv", fileEncoding = 'UTF-8-BOM') # This is for Australia
NSEI = read.csv("Nifty 50 Historical Data.csv", fileEncoding = 'UTF-8-BOM') # This is for India
SSEC = read.csv("Shanghai Composite Historical Data.csv", fileEncoding = 'UTF-8-BOM') # this is for China
covid2 <- covid %>% drop_na(new_cases, new_cases_smoothed, new_vaccinations, new_vaccinations_smoothed, new_vaccinations_smoothed_per_million, population, population_density, median_age, extreme_poverty, total_vaccinations, hospital_beds_per_thousand, human_development_index, new_deaths, new_tests, total_tests, total_cases)
sp <- sp500
sp$Change.. <- as.numeric(gsub("%","",sp$Change..))
max = max(sp$Change..)
max## [1] 9.06covid2$date = as.character(ymd(covid2$date))
sp500$Date <- as.character(mdy(sp500$Date))
TOPIX$Date <- as.character(mdy(TOPIX$Date))
ASX200$Date <- as.character(mdy(ASX200$Date))
NSEI$Date <- as.character(mdy(NSEI$Date))
SSEC$Date <- as.character(mdy(SSEC$Date))
colnames(covid2)[4] = "Date"
covid_US <- covid2 %>% filter(location == "United States")
covid_AUS <- covid2 %>% filter(location == "Australia")
covid_IND <- covid2 %>% filter(location == "India")
covid_JPN <- covid2 %>% filter(location == "Japan")
covid_CHN <- covid2 %>% filter(location == "China")
covid_US## iso_code continent location Date total_cases new_cases
## 1 USA North America United States 2020-12-14 16618892 209713
## 2 USA North America United States 2020-12-15 16845252 226360
## 3 USA North America United States 2020-12-16 17079999 234747
## 4 USA North America United States 2020-12-17 17320141 240142
## 5 USA North America United States 2020-12-18 17568365 248224
## 6 USA North America United States 2020-12-19 17774216 205851
## 7 USA North America United States 2020-12-20 17961591 187375
## 8 USA North America United States 2020-12-21 18158212 196621
## 9 USA North America United States 2020-12-22 18364229 206017
## 10 USA North America United States 2020-12-23 18585716 221487
## 11 USA North America United States 2020-12-24 18798620 212904
## 12 USA North America United States 2020-12-25 18925951 127331
## 13 USA North America United States 2020-12-26 19143426 217475
## 14 USA North America United States 2020-12-27 19279402 135976
## 15 USA North America United States 2020-12-28 19452515 173113
## 16 USA North America United States 2020-12-29 19658425 205910
## 17 USA North America United States 2020-12-30 19876806 218381
## 18 USA North America United States 2020-12-31 20191923 315117
## 19 USA North America United States 2021-01-01 20370973 179050
## 20 USA North America United States 2021-01-02 20643205 272232
## 21 USA North America United States 2021-01-03 20846567 203362
## 22 USA North America United States 2021-01-04 21032044 185477
## 23 USA North America United States 2021-01-05 21264861 232817
## 24 USA North America United States 2021-01-06 21524635 259774
## 25 USA North America United States 2021-01-07 21810946 286311
## 26 USA North America United States 2021-01-08 22115125 304179
## 27 USA North America United States 2021-01-09 22379914 264789
## 28 USA North America United States 2021-01-10 22590807 210893
## 29 USA North America United States 2021-01-11 22794649 203842
## 30 USA North America United States 2021-01-12 23016385 221736
## 31 USA North America United States 2021-01-13 23245662 229277
## 32 USA North America United States 2021-01-14 23481254 235592
## 33 USA North America United States 2021-01-15 23726350 245096
## 34 USA North America United States 2021-01-16 23944001 217651
## 35 USA North America United States 2021-01-17 24120632 176631
## 36 USA North America United States 2021-01-18 24261388 140756
## 37 USA North America United States 2021-01-19 24418251 156863
## 38 USA North America United States 2021-01-20 24605662 187411
## 39 USA North America United States 2021-01-21 24798201 192539
## 40 USA North America United States 2021-01-22 24990011 191810
## 41 USA North America United States 2021-01-23 25168260 178249
## 42 USA North America United States 2021-01-24 25308452 140192
## 43 USA North America United States 2021-01-25 25437983 129531
## 44 USA North America United States 2021-01-26 25588965 150982
## 45 USA North America United States 2021-01-27 25744430 155465
## 46 USA North America United States 2021-01-28 25911186 166756
## 47 USA North America United States 2021-01-29 26074978 163792
## 48 USA North America United States 2021-01-30 26225959 150981
## 49 USA North America United States 2021-01-31 26338845 112886
## 50 USA North America United States 2021-02-01 26464083 125238
## 51 USA North America United States 2021-02-02 26581091 117008
## 52 USA North America United States 2021-02-03 26705442 124351
## 53 USA North America United States 2021-02-04 26830478 125036
## 54 USA North America United States 2021-02-05 26961561 131083
## 55 USA North America United States 2021-02-06 27078387 116826
## 56 USA North America United States 2021-02-07 27167835 89448
## 57 USA North America United States 2021-02-08 27250573 82738
## 58 USA North America United States 2021-02-09 27345802 95229
## 59 USA North America United States 2021-02-10 27440988 95186
## 60 USA North America United States 2021-02-11 27547785 106797
## 61 USA North America United States 2021-02-12 27648392 100607
## 62 USA North America United States 2021-02-13 27739195 90803
## 63 USA North America United States 2021-02-14 27807500 68305
## 64 USA North America United States 2021-02-15 27862859 55359
## 65 USA North America United States 2021-02-16 27922100 59241
## 66 USA North America United States 2021-02-17 27990934 68834
## 67 USA North America United States 2021-02-18 28063532 72598
## 68 USA North America United States 2021-02-19 28138724 75192
## 69 USA North America United States 2021-02-20 28212534 73810
## 70 USA North America United States 2021-02-21 28267811 55277
## 71 USA North America United States 2021-02-22 28323225 55414
## 72 USA North America United States 2021-02-23 28397075 73850
## 73 USA North America United States 2021-02-24 28472127 75052
## 74 USA North America United States 2021-02-25 28549408 77281
## 75 USA North America United States 2021-02-26 28624850 75442
## 76 USA North America United States 2021-02-27 28696173 71323
## 77 USA North America United States 2021-02-28 28747921 51748
## 78 USA North America United States 2021-03-01 28798305 50384
## 79 USA North America United States 2021-03-02 28856720 58415
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## 83 USA North America United States 2021-03-06 29121711 61075
## 84 USA North America United States 2021-03-07 29163327 41616
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## 86 USA North America United States 2021-03-09 29262848 55496
## 87 USA North America United States 2021-03-10 29320614 57766
## 88 USA North America United States 2021-03-11 29382394 61780
## 89 USA North America United States 2021-03-12 29445022 62628
## 90 USA North America United States 2021-03-13 29501904 56882
## 91 USA North America United States 2021-03-14 29541190 39286
## 92 USA North America United States 2021-03-15 29592102 50912
## 93 USA North America United States 2021-03-16 29646187 54085
## 94 USA North America United States 2021-03-17 29705480 59293
## 95 USA North America United States 2021-03-18 29767874 62394
## 96 USA North America United States 2021-03-19 29829530 61656
## 97 USA North America United States 2021-03-20 29888438 58908
## 98 USA North America United States 2021-03-21 29923815 35377
## 99 USA North America United States 2021-03-22 29971125 47310
## 100 USA North America United States 2021-03-23 30024007 52882
## 101 USA North America United States 2021-03-24 30111701 87694
## 102 USA North America United States 2021-03-25 30179347 67646
## 103 USA North America United States 2021-03-26 30255742 76395
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## 125 USA North America United States 2021-04-17 31737082 55571
## 126 USA North America United States 2021-04-18 31780917 43835
## 127 USA North America United States 2021-04-19 31839277 58360
## 128 USA North America United States 2021-04-20 31901779 62502
## 129 USA North America United States 2021-04-21 31966137 64358
## 130 USA North America United States 2021-04-22 32032872 66735
## 131 USA North America United States 2021-04-23 32095804 62932
## 132 USA North America United States 2021-04-24 32150845 55041
## 133 USA North America United States 2021-04-25 32185542 34697
## 134 USA North America United States 2021-04-26 32227755 42213
## 135 USA North America United States 2021-04-27 32280080 52325
## 136 USA North America United States 2021-04-28 32335278 55198
## 137 USA North America United States 2021-04-29 32394076 58798
## 138 USA North America United States 2021-04-30 32452189 58113
## 139 USA North America United States 2021-05-01 32501062 48873
## 140 USA North America United States 2021-05-02 32531631 30569
## 141 USA North America United States 2021-05-03 32576158 44527
## 142 USA North America United States 2021-05-04 32619033 42875
## 143 USA North America United States 2021-05-05 32665109 46076
## 144 USA North America United States 2021-05-06 32711306 46197
## 145 USA North America United States 2021-05-07 32759744 48438
## 146 USA North America United States 2021-05-08 32795459 35715
## 147 USA North America United States 2021-05-09 32818327 22868
## 148 USA North America United States 2021-05-10 32850623 32296
## 149 USA North America United States 2021-05-11 32886116 35493
## 150 USA North America United States 2021-05-12 32922262 36146
## 151 USA North America United States 2021-05-13 32961020 38758
## 152 USA North America United States 2021-05-14 33003248 42228
## 153 USA North America United States 2021-05-15 33034042 30794
## 154 USA North America United States 2021-05-16 33051750 17708
## 155 USA North America United States 2021-05-17 33076926 25176
## 156 USA North America United States 2021-05-18 33105828 28902
## 157 USA North America United States 2021-05-19 33135479 29651
## 158 USA North America United States 2021-05-20 33165705 30226
## 159 USA North America United States 2021-05-21 33194531 28826
## 160 USA North America United States 2021-05-22 33215786 21255
## 161 USA North America United States 2021-05-23 33229567 13781
## 162 USA North America United States 2021-05-24 33251391 21824
## 163 USA North America United States 2021-05-25 33275994 24603
## 164 USA North America United States 2021-05-26 33300615 24621
## 165 USA North America United States 2021-05-27 33327450 26835
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## 181 USA North America United States 2021-06-12 33566888 9192
## 182 USA North America United States 2021-06-13 33572157 5269
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## 184 USA North America United States 2021-06-15 33594661 10742
## 185 USA North America United States 2021-06-16 33606559 11898
## 186 USA North America United States 2021-06-17 33618325 11766
## 187 USA North America United States 2021-06-18 33639514 21189
## 188 USA North America United States 2021-06-19 33648573 9059
## 189 USA North America United States 2021-06-20 33653497 4924
## 190 USA North America United States 2021-06-21 33664026 10529
## 191 USA North America United States 2021-06-22 33674834 10808
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## 193 USA North America United States 2021-06-24 33701968 14468
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## 204 USA North America United States 2021-07-05 33840500 8906
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## 206 USA North America United States 2021-07-07 33882935 20175
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## 208 USA North America United States 2021-07-09 33951396 47583
## 209 USA North America United States 2021-07-10 33961532 10136
## 210 USA North America United States 2021-07-11 33973285 11753
## 211 USA North America United States 2021-07-12 34002670 29385
## 212 USA North America United States 2021-07-13 34029215 26545
## 213 USA North America United States 2021-07-14 34060338 31123
## 214 USA North America United States 2021-07-15 34092312 31974
## 215 USA North America United States 2021-07-16 34170417 78105
## 216 USA North America United States 2021-07-17 34184535 14118
## 217 USA North America United States 2021-07-18 34204860 20325
## 218 USA North America United States 2021-07-19 34253670 48810
## 219 USA North America United States 2021-07-20 34293419 39749
## 220 USA North America United States 2021-07-21 34341142 47723
## 221 USA North America United States 2021-07-22 34397664 56522
## 222 USA North America United States 2021-07-23 34518464 120800
## 223 USA North America United States 2021-07-24 34547231 28767
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## 225 USA North America United States 2021-07-26 34654537 79348
## 226 USA North America United States 2021-07-27 34719517 64980
## 227 USA North America United States 2021-07-28 34793097 73580
## 228 USA North America United States 2021-07-29 34865647 72550
## 229 USA North America United States 2021-07-30 35057103 191456
## 230 USA North America United States 2021-07-31 35101042 43939
## 231 USA North America United States 2021-08-01 35145619 44577
## 232 USA North America United States 2021-08-02 35253866 108247
## 233 USA North America United States 2021-08-03 35351660 97794
## 234 USA North America United States 2021-08-04 35454074 102414
## 235 USA North America United States 2021-08-05 35563761 109687
## 236 USA North America United States 2021-08-06 35815658 251897
## 237 USA North America United States 2021-08-07 35878721 63063
## 238 USA North America United States 2021-08-08 35913584 34863
## 239 USA North America United States 2021-08-09 36073264 159680
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## 243 USA North America United States 2021-08-13 36716399 226823
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## 247 USA North America United States 2021-08-17 37181108 150605
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## 381 USA North America United States 2021-12-29 53730417 501955
## 382 USA North America United States 2021-12-30 54321016 590599
## 383 USA North America United States 2021-12-31 54834939 513923
## 384 USA North America United States 2022-01-01 55023934 188995
## 385 USA North America United States 2022-01-02 55309583 285649
## 386 USA North America United States 2022-01-03 56353540 1043957
## 387 USA North America United States 2022-01-04 57165373 811833
## 388 USA North America United States 2022-01-05 57827921 662548
## 389 USA North America United States 2022-01-06 58662669 834748
## 390 USA North America United States 2022-01-07 59532386 869717
## 391 USA North America United States 2022-01-08 59930215 397829
## 392 USA North America United States 2022-01-09 60415389 485174
## 393 USA North America United States 2022-01-10 61797509 1382120
## 394 USA North America United States 2022-01-11 62583893 786384
## 395 USA North America United States 2022-01-12 63432705 848812
## 396 USA North America United States 2022-01-13 64294414 861709
## 397 USA North America United States 2022-01-14 65174193 879779
## 398 USA North America United States 2022-01-15 65583536 409343
## 399 USA North America United States 2022-01-16 66063476 479940
## 400 USA North America United States 2022-01-17 66736191 672715
## 401 USA North America United States 2022-01-18 67865489 1129298
## 402 USA North America United States 2022-01-19 68773615 908126
## 403 USA North America United States 2022-01-20 69506336 732721
## 404 USA North America United States 2022-01-21 70347497 841161
## 405 USA North America United States 2022-01-22 70651395 303898
## 406 USA North America United States 2022-01-23 71016668 365273
## 407 USA North America United States 2022-01-24 71936274 919606
## 408 USA North America United States 2022-01-25 72430476 494202
## 409 USA North America United States 2022-01-26 73054670 624194
## 410 USA North America United States 2022-01-27 73560935 506265
## 411 USA North America United States 2022-01-28 74175398 614463
## 412 USA North America United States 2022-01-29 74354834 179436
## 413 USA North America United States 2022-01-30 74553064 198230
## 414 USA North America United States 2022-01-31 75093931 540867
## 415 USA North America United States 2022-02-01 75419879 325948
## 416 USA North America United States 2022-02-02 75749285 329406
## 417 USA North America United States 2022-02-03 76024372 275087
## 418 USA North America United States 2022-02-04 76379695 355323
## 419 USA North America United States 2022-02-05 76466510 86815
## 420 USA North America United States 2022-02-06 76550118 83608
## 421 USA North America United States 2022-02-07 76895911 345793
## 422 USA North America United States 2022-02-08 77110359 214448
## 423 USA North America United States 2022-02-09 77298950 188591
## 424 USA North America United States 2022-02-10 77470396 171446
## 425 USA North America United States 2022-02-11 77679889 209493
## 426 USA North America United States 2022-02-12 77731986 52097
## 427 USA North America United States 2022-02-13 77790370 58384
## 428 USA North America United States 2022-02-14 77960251 169881
## 429 USA North America United States 2022-02-15 78071489 111238
## 430 USA North America United States 2022-02-16 78186387 114898
## 431 USA North America United States 2022-02-17 78288215 101828
## 432 USA North America United States 2022-02-18 78433459 145244
## 433 USA North America United States 2022-02-19 78464983 31524
## 434 USA North America United States 2022-02-20 78488048 23065
## 435 USA North America United States 2022-02-21 78570835 82787
## 436 USA North America United States 2022-02-22 78660205 89370
## 437 USA North America United States 2022-02-23 78745306 85101
## 438 USA North America United States 2022-02-24 78812367 67061
## 439 USA North America United States 2022-02-25 78886932 74565
## 440 USA North America United States 2022-02-26 78934389 47457
## 441 USA North America United States 2022-02-27 78952681 18292
## 442 USA North America United States 2022-02-28 79051482 98801
## 443 USA North America United States 2022-03-01 79098153 46671
## 444 USA North America United States 2022-03-02 79151573 53420
## 445 USA North America United States 2022-03-03 79200230 48657
## 446 USA North America United States 2022-03-04 79251522 51292
## 447 USA North America United States 2022-03-05 79266469 14947
## 448 USA North America United States 2022-03-06 79277512 11043
## 449 USA North America United States 2022-03-07 79340931 63419
## 450 USA North America United States 2022-03-08 79370693 29762
## 451 USA North America United States 2022-03-09 79408063 37370
## 452 USA North America United States 2022-03-10 79454543 46480
## 453 USA North America United States 2022-03-11 79504255 49712
## 454 USA North America United States 2022-03-12 79514718 10463
## 455 USA North America United States 2022-03-13 79525544 10826
## 456 USA North America United States 2022-03-15 79585838 25550
## 457 USA North America United States 2022-03-16 79630853 45015
## 458 USA North America United States 2022-03-17 79683737 52884
## 459 USA North America United States 2022-03-18 79717247 33510
## 460 USA North America United States 2022-03-19 79728165 10918
## new_cases_smoothed total_deaths new_deaths new_deaths_smoothed
## 1 220994.57 305113 1649 2567.286
## 2 220961.00 308100 2987 2625.000
## 3 223315.86 311832 3732 2703.714
## 4 223763.71 315282 3450 2770.000
## 5 225074.00 318224 2942 2707.429
## 6 222389.29 321035 2811 2747.143
## 7 221773.14 322748 1713 2754.857
## 8 219902.86 324544 1796 2775.857
## 9 216996.71 327843 3299 2820.429
## 10 215102.43 331223 3380 2770.143
## 11 211211.29 334145 2922 2694.714
## 12 193940.86 335655 1510 2490.143
## 13 195601.43 337564 1909 2361.286
## 14 188258.71 339003 1439 2322.143
## 15 184900.43 340880 1877 2333.714
## 16 184885.14 344495 3615 2378.857
## 17 184441.43 348428 3933 2457.857
## 18 199043.29 351755 3327 2515.714
## 19 206431.71 353997 2242 2620.286
## 20 214254.14 356549 2552 2712.143
## 21 223880.71 357986 1437 2711.857
## 22 225647.00 359965 1979 2726.429
## 23 229490.86 363569 3604 2724.857
## 24 235404.14 367495 3926 2723.857
## 25 231289.00 371521 4026 2823.714
## 26 249164.57 375710 4189 3101.857
## 27 248101.29 378965 3255 3202.286
## 28 249177.14 381069 2104 3297.571
## 29 251800.71 382907 1838 3277.429
## 30 250217.71 387295 4388 3389.429
## 31 245861.00 391313 4018 3402.571
## 32 238615.43 395105 3792 3369.143
## 33 230175.00 398917 3812 3315.286
## 34 223441.00 402497 3580 3361.714
## 35 218546.43 404488 1991 3345.571
## 36 209534.14 406053 1565 3306.571
## 37 200266.57 408450 2397 3022.143
## 38 194285.71 412893 4443 3082.857
## 39 188135.29 417030 4137 3132.143
## 40 180523.00 420807 3777 3127.143
## 41 174894.14 424363 3556 3123.714
## 42 169688.57 426221 1858 3104.714
## 43 168085.00 427991 1770 3134.000
## 44 167244.86 431973 3982 3360.429
## 45 162681.14 436101 4128 3315.429
## 46 158997.86 439951 3850 3274.429
## 47 154995.29 443550 3599 3249.000
## 48 151099.86 446451 2901 3155.429
## 49 147199.00 448408 1957 3169.571
## 50 146585.71 450184 1776 3170.429
## 51 141732.29 453718 3534 3106.429
## 52 137287.43 457635 3917 3076.286
## 53 131327.43 461518 3883 3081.000
## 54 126654.71 465192 3674 3091.714
## 55 121775.43 467929 2737 3068.286
## 56 118427.14 469406 1477 2999.714
## 57 112355.71 470857 1451 2953.286
## 58 109244.43 473922 3065 2886.286
## 59 105078.00 477329 3407 2813.429
## 60 102472.43 480520 3191 2714.571
## 61 98118.71 483404 2884 2601.714
## 62 94401.14 485700 2296 2538.714
## 63 91380.71 486898 1198 2498.857
## 64 87469.43 487847 949 2427.143
## 65 82328.29 489491 1644 2224.143
## 66 78563.71 491937 2446 2086.857
## 67 73678.14 494544 2607 2003.429
## 68 70047.43 497079 2535 1953.571
## 69 67619.86 499012 1933 1901.714
## 70 65758.71 500239 1227 1905.857
## 71 65766.57 501440 1201 1941.857
## 72 67853.57 503716 2276 2032.143
## 73 68741.86 506980 3264 2149.000
## 74 69410.86 509410 2430 2123.714
## 75 69446.57 511565 2155 2069.429
## 76 69091.29 513087 1522 2010.714
## 77 68587.14 514194 1107 1993.571
## 78 67868.57 515513 1319 2010.429
## 79 65663.57 517446 1933 1961.429
## 80 64520.14 520022 2576 1863.143
## 81 63333.00 521974 1952 1794.857
## 82 62255.14 523697 1723 1733.143
## 83 60791.14 525227 1530 1734.286
## 84 59343.71 525938 711 1677.714
## 85 58435.29 526643 705 1590.000
## 86 58018.29 528427 1784 1568.714
## 87 56692.29 530000 1573 1425.429
## 88 55665.00 531574 1574 1371.429
## 89 54912.29 533005 1431 1329.714
## 90 54313.29 533989 984 1251.714
## 91 53980.43 534521 532 1226.143
## 92 54964.29 535233 712 1227.143
## 93 54762.71 536494 1261 1152.429
## 94 54980.86 537711 1217 1101.571
## 95 55068.57 539360 1649 1112.286
## 96 54929.71 540406 1046 1057.286
## 97 55219.14 541182 776 1027.571
## 98 54660.71 541936 754 1059.286
## 99 54146.14 542499 563 1038.000
## 100 53974.29 543455 956 994.429
## 101 58031.57 544949 1494 1034.000
## 102 58781.86 546323 1374 994.714
## 103 60887.43 547496 1173 1012.857
## 104 61637.43 548321 825 1019.857
## 105 63199.57 548784 463 978.286
## 106 65824.29 549417 633 988.286
## 107 67087.00 550324 907 981.286
## 108 64493.29 551426 1102 925.286
## 109 65815.86 552544 1118 888.714
## 110 65483.43 553446 902 850.000
## 111 65595.43 554217 771 842.286
## 112 64395.00 554527 310 820.429
## 113 64570.14 555008 481 798.714
## 114 64737.71 555842 834 788.286
## 115 65628.14 558448 2606 1003.143
## 116 66090.71 559474 1026 990.000
## 117 67604.57 560383 909 991.000
## 118 68427.00 561115 732 985.429
## 119 69788.14 561403 288 982.286
## 120 69089.71 561848 445 977.143
## 121 71661.71 562728 880 983.714
## 122 71639.57 563663 935 745.000
## 123 70757.29 564567 904 727.571
## 124 70593.29 565434 867 721.571
## 125 68432.14 566144 710 718.429
## 126 67917.57 566490 346 726.714
## 127 67394.71 566977 487 732.714
## 128 64766.71 567824 847 728.000
## 129 63158.43 568716 892 721.857
## 130 62125.43 569654 938 726.714
## 131 59184.71 570408 754 710.571
## 132 59109.00 571172 764 718.286
## 133 57803.57 571472 300 711.714
## 134 55496.86 571946 474 709.857
## 135 54043.00 572619 673 685.000
## 136 52734.43 573623 1004 701.000
## 137 51600.57 574508 885 693.429
## 138 50912.14 575314 806 700.857
## 139 50031.00 576058 744 698.000
## 140 49441.29 576380 322 701.143
## 141 49771.86 576858 478 701.714
## 142 48421.86 577769 911 735.714
## 143 47118.71 578587 818 709.143
## 144 45318.57 579408 821 700.000
## 145 43936.43 580224 816 701.429
## 146 42056.71 580859 635 685.857
## 147 40956.57 581117 258 676.714
## 148 39209.29 581512 395 664.857
## 149 38154.71 582200 688 633.000
## 150 36736.14 583003 803 630.857
## 151 35673.43 583791 788 626.143
## 152 34786.29 584426 635 600.286
## 153 34083.29 584956 530 585.286
## 154 33346.14 585224 268 586.714
## 155 32329.00 585615 391 586.143
## 156 31387.43 586397 782 599.571
## 157 30459.57 587078 681 582.143
## 158 29240.71 587767 689 568.000
## 159 27326.14 588390 623 566.286
## 160 25963.43 588877 487 560.143
## 161 25402.43 589073 196 549.857
## 162 24923.57 589505 432 555.714
## 163 24309.43 590152 647 536.429
## 164 23590.86 591146 994 581.143
## 165 23106.43 592492 1346 675.000
## 166 22166.43 593022 530 661.714
## 167 21035.29 593374 352 642.429
## 168 20118.86 593523 149 635.714
## 169 17896.29 593695 172 598.571
## 170 17351.29 594328 633 596.571
## 171 16225.57 594890 562 534.857
## 172 15020.00 595526 636 433.429
## 173 14397.86 596050 524 432.571
## 174 14722.71 596634 584 465.714
## 175 14530.71 596797 163 467.714
## 176 15642.29 597113 316 488.286
## 177 14534.29 597433 320 443.571
## 178 14793.71 597913 480 431.857
## 179 14279.86 598332 419 400.857
## 180 15316.43 598867 535 402.429
## 181 14399.43 599143 276 358.429
## 182 14291.86 599250 107 350.429
## 183 13965.43 599436 186 331.857
## 184 13638.29 599766 330 333.286
## 185 12687.00 600154 388 320.143
## 186 12253.71 600474 320 306.000
## 187 11688.29 601080 606 316.143
## 188 11669.29 601262 182 302.714
## 189 11620.00 601338 76 298.286
## 190 11443.86 601598 260 308.857
## 191 11453.29 601943 345 311.000
## 192 11563.00 602341 398 312.429
## 193 11949.00 602684 343 315.714
## 194 12437.00 603207 523 303.857
## 195 12482.43 603362 155 300.000
## 196 12439.43 603439 77 300.143
## 197 12879.71 603585 146 283.857
## 198 12402.14 603913 328 281.429
## 199 12787.86 604216 303 267.857
## 200 12881.43 604499 283 259.286
## 201 13618.00 604933 434 246.571
## 202 13052.29 605026 93 237.714
## 203 13003.00 605067 41 232.571
## 204 12330.86 605192 125 229.571
## 205 14444.43 605493 301 225.714
## 206 15131.43 605816 323 228.571
## 207 15953.57 606059 243 222.857
## 208 18499.57 606522 463 227.000
## 209 19173.71 606608 86 226.000
## 210 20241.57 606730 122 237.571
## 211 23167.14 606959 229 252.429
## 212 23779.29 607319 360 260.857
## 213 25343.29 607647 328 261.571
## 214 26928.43 607976 329 273.857
## 215 31288.71 608431 455 272.714
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## 217 33082.14 608595 87 266.429
## 218 35857.14 608786 191 261.000
## 219 37743.43 609074 288 250.714
## 220 40114.86 609435 361 255.429
## 221 43621.71 609723 288 249.571
## 222 49721.00 610280 557 264.143
## 223 51813.71 610406 126 271.143
## 224 52904.14 610504 98 272.714
## 225 57266.71 610765 261 282.714
## 226 60871.14 611207 442 304.714
## 227 64565.00 611584 377 307.000
## 228 66854.71 611904 320 311.571
## 229 76948.43 612785 881 357.857
## 230 79115.86 612953 168 363.857
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## 233 90306.14 614097 576 412.857
## 234 94425.29 614635 538 435.857
## 235 99730.57 615153 518 464.143
## 236 108365.00 616286 1133 500.143
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## 241 127351.00 618811 790 596.571
## 242 132259.29 619832 1021 668.429
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## 244 130113.57 621147 266 658.000
## 245 131821.29 621351 204 669.429
## 246 136748.43 622375 1024 741.286
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## 248 143312.86 624598 1199 826.714
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## 251 149402.71 628398 564 1035.857
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## 253 151000.00 629933 1331 1079.714
## 254 151556.29 631347 1414 1135.429
## 255 153178.71 632886 1539 1184.000
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## 258 155307.29 637460 649 1294.571
## 259 156425.00 637770 310 1309.714
## 260 159406.86 639476 1706 1363.286
## 261 163049.86 640896 1420 1364.143
## 262 164688.86 642934 2038 1435.429
## 263 164028.57 645927 2993 1549.714
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## 267 146912.00 649542 624 1438.000
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## 269 149097.29 653884 2270 1564.286
## 270 147267.43 657104 3220 1596.714
## 271 148230.14 659580 2476 1673.714
## 272 148689.43 660402 822 1698.429
## 273 146525.86 660772 370 1693.429
## 274 163237.57 662939 2167 1913.857
## 275 154099.00 664828 1889 1887.714
## 276 153623.57 667567 2739 1954.714
## 277 152545.14 671019 3452 1987.857
## 278 148075.29 673468 2449 1984.000
## 279 146053.29 674447 979 2006.429
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## 281 139949.14 677143 2308 2029.143
## 282 136646.86 679591 2448 2109.000
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## 290 115524.86 696827 2618 2079.000
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## 325 72062.57 751922 1959 1240.714
## 326 72954.57 753128 1206 1149.571
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## 391 700897.29 840205 807 1706.857
## 392 729400.86 840788 583 1736.143
## 393 777709.86 842825 2037 1763.857
## 394 774074.29 845303 2478 1787.857
## 395 800683.43 848103 2800 1876.286
## 396 804535.00 850604 2501 1943.143
## 397 805972.43 853335 2731 1991.000
## 398 807617.29 854302 967 2013.857
## 399 806869.57 855038 736 2035.714
## 400 705526.00 856054 1016 1889.857
## 401 754513.71 858748 2694 1920.714
## 402 762987.14 862186 3438 2011.857
## 403 744560.29 865052 2866 2064.000
## 404 739043.43 868416 3364 2154.429
## 405 723979.86 869376 960 2153.429
## 406 707598.86 870077 701 2148.429
## 407 742869.00 872270 2193 2316.571
## 408 652141.00 875441 3171 2384.714
## 409 611579.29 879252 3811 2438.000
## 410 579228.43 881789 2537 2391.000
## 411 546843.00 885880 4091 2494.857
## 412 529062.71 887036 1156 2522.857
## 413 505199.43 887489 453 2487.429
## 414 451093.86 890151 2662 2554.429
## 415 427057.57 893483 3332 2577.429
## 416 384945.00 897050 3567 2542.571
## 417 351919.57 899466 2416 2525.286
## 418 314899.57 903578 4112 2528.286
## 419 301668.00 904445 867 2487.000
## 420 285293.43 904891 446 2486.000
## 421 257425.71 907980 3089 2547.000
## 422 241497.14 910969 2989 2498.000
## 423 221380.71 914399 3430 2478.429
## 424 206574.86 917632 3233 2595.143
## 425 185742.00 920317 2685 2391.286
## 426 180782.29 921115 798 2381.429
## 427 177178.86 921666 551 2396.429
## 428 152048.57 924851 3185 2410.143
## 429 137304.29 927453 2602 2354.857
## 430 126776.71 930631 3178 2318.857
## 431 116831.29 933530 2899 2271.143
## 432 107652.86 936011 2481 2242.000
## 433 104713.86 936655 644 2220.000
## 434 99668.29 937078 423 2201.714
## 435 87226.29 937975 897 1874.857
## 436 84102.29 940152 2177 1814.143
## 437 79845.57 943249 3097 1802.571
## 438 74878.86 946207 2958 1811.000
## 439 64781.86 948245 2038 1747.714
## 440 67058.00 948963 718 1758.286
## 441 66376.14 949170 207 1727.429
## 442 68663.86 951335 2165 1908.571
## 443 62564.00 953099 1764 1849.571
## 444 58038.14 955175 2076 1703.714
## 445 55409.00 956862 1687 1522.143
## 446 52084.29 958570 1708 1475.000
## 447 47440.00 958846 276 1411.857
## 448 46404.43 959008 162 1405.429
## 449 41349.86 960697 1689 1337.429
## 450 38934.29 962036 1339 1276.714
## 451 36641.43 964012 1976 1262.429
## 452 36330.43 965657 1645 1256.429
## 453 36104.71 967121 1464 1221.571
## 454 35464.14 967547 426 1243.000
## 455 35433.14 967715 168 1243.857
## 456 30735.00 966381 1281 NA
## 457 31827.14 968324 1943 NA
## 458 32742.00 970009 1685 NA
## 459 30427.43 970806 797 NA
## 460 30492.43 971087 281 NA
## total_cases_per_million new_cases_per_million
## 1 49919.31 629.929
## 2 50599.25 679.933
## 3 51304.37 705.126
## 4 52025.70 721.331
## 5 52771.31 745.608
## 6 53389.64 618.329
## 7 53952.47 562.831
## 8 54543.07 590.604
## 9 55161.90 618.827
## 10 55827.20 665.296
## 11 56466.71 639.514
## 12 56849.19 382.473
## 13 57502.43 653.245
## 14 57910.87 408.441
## 15 58430.86 519.991
## 16 59049.37 618.506
## 17 59705.33 655.966
## 18 60651.87 946.539
## 19 61189.70 537.825
## 20 62007.42 817.722
## 21 62618.27 610.852
## 22 63175.40 557.130
## 23 63874.73 699.329
## 24 64655.03 780.301
## 25 65515.04 860.012
## 26 66428.73 913.683
## 27 67224.09 795.365
## 28 67857.57 633.474
## 29 68469.86 612.294
## 30 69135.90 666.044
## 31 69824.60 688.695
## 32 70532.26 707.664
## 33 71268.48 736.212
## 34 71922.25 653.773
## 35 72452.81 530.559
## 36 72875.61 422.799
## 37 73346.79 471.180
## 38 73909.73 562.939
## 39 74488.07 578.343
## 40 75064.22 576.153
## 41 75599.64 535.419
## 42 76020.74 421.104
## 43 76409.83 389.081
## 44 76863.34 453.515
## 45 77330.32 466.981
## 46 77831.22 500.897
## 47 78323.21 491.993
## 48 78776.72 453.512
## 49 79115.81 339.083
## 50 79491.99 376.186
## 51 79843.46 351.465
## 52 80216.98 373.522
## 53 80592.56 375.579
## 54 80986.30 393.743
## 55 81337.22 350.918
## 56 81605.90 268.681
## 57 81854.43 248.526
## 58 82140.47 286.046
## 59 82426.39 285.917
## 60 82747.18 320.794
## 61 83049.38 302.200
## 62 83322.14 272.751
## 63 83527.31 205.172
## 64 83693.59 166.286
## 65 83871.54 177.946
## 66 84078.30 206.761
## 67 84296.37 218.068
## 68 84522.23 225.859
## 69 84743.94 221.708
## 70 84909.98 166.039
## 71 85076.43 166.451
## 72 85298.26 221.828
## 73 85523.69 225.439
## 74 85755.83 232.134
## 75 85982.44 226.610
## 76 86196.68 214.238
## 77 86352.12 155.439
## 78 86503.46 151.342
## 79 86678.92 175.465
## 80 86880.32 201.397
## 81 87087.49 207.173
## 82 87291.44 203.947
## 83 87474.90 183.455
## 84 87599.90 125.005
## 85 87732.14 132.241
## 86 87898.84 166.697
## 87 88072.35 173.516
## 88 88257.93 185.573
## 89 88446.05 188.120
## 90 88616.91 170.860
## 91 88734.91 118.006
## 92 88887.84 152.928
## 93 89050.30 162.459
## 94 89228.40 178.102
## 95 89415.82 187.417
## 96 89601.02 185.200
## 97 89777.96 176.946
## 98 89884.23 106.264
## 99 90026.34 142.108
## 100 90185.18 158.845
## 101 90448.60 263.413
## 102 90651.79 203.193
## 103 90881.26 229.473
## 104 91073.98 192.716
## 105 91213.09 139.111
## 106 91410.38 197.297
## 107 91595.78 185.396
## 108 91804.66 208.876
## 109 92035.66 231.002
## 110 92258.14 222.483
## 111 92453.21 195.071
## 112 92567.08 113.870
## 113 92768.06 200.979
## 114 92956.98 188.919
## 115 93184.58 227.599
## 116 93425.31 240.728
## 117 93679.62 254.314
## 118 93891.99 212.363
## 119 94034.47 142.490
## 120 94220.77 186.294
## 121 94463.77 242.999
## 122 94690.90 227.133
## 123 94913.08 222.177
## 124 95163.94 250.866
## 125 95330.87 166.922
## 126 95462.54 131.670
## 127 95637.84 175.300
## 128 95825.58 187.742
## 129 96018.89 193.317
## 130 96219.35 200.457
## 131 96408.38 189.033
## 132 96573.71 165.330
## 133 96677.93 104.222
## 134 96804.73 126.798
## 135 96961.91 157.172
## 136 97127.71 165.802
## 137 97304.32 176.616
## 138 97478.88 174.558
## 139 97625.68 146.803
## 140 97717.51 91.822
## 141 97851.26 133.749
## 142 97980.04 128.787
## 143 98118.44 138.402
## 144 98257.21 138.765
## 145 98402.71 145.497
## 146 98509.99 107.280
## 147 98578.68 68.690
## 148 98675.68 97.010
## 149 98782.30 106.613
## 150 98890.87 108.574
## 151 99007.29 116.420
## 152 99134.13 126.843
## 153 99226.63 92.498
## 154 99279.82 53.191
## 155 99355.45 75.623
## 156 99442.26 86.815
## 157 99531.33 89.065
## 158 99622.12 90.792
## 159 99708.71 86.587
## 160 99772.55 63.845
## 161 99813.95 41.395
## 162 99879.50 65.554
## 163 99953.40 73.902
## 164 100027.36 73.956
## 165 100107.96 80.606
## 166 100174.79 66.822
## 167 100214.85 40.061
## 168 100236.97 22.126
## 169 100255.79 18.822
## 170 100318.24 62.442
## 171 100368.52 50.286
## 172 100423.78 55.257
## 173 100477.52 53.740
## 174 100524.41 46.892
## 175 100542.50 18.089
## 176 100584.69 42.194
## 177 100623.84 39.145
## 178 100679.58 55.741
## 179 100724.03 44.453
## 180 100799.57 75.536
## 181 100827.18 27.611
## 182 100843.01 15.827
## 183 100878.34 35.330
## 184 100910.60 32.266
## 185 100946.34 35.739
## 186 100981.68 35.342
## 187 101045.33 63.647
## 188 101072.54 27.211
## 189 101087.33 14.791
## 190 101118.96 31.627
## 191 101151.43 32.465
## 192 101189.47 38.046
## 193 101232.93 43.459
## 194 101306.84 73.908
## 195 101335.00 28.166
## 196 101348.89 13.886
## 197 101389.77 40.884
## 198 101412.20 22.423
## 199 101458.35 46.156
## 200 101503.78 45.426
## 201 101593.17 89.395
## 202 101609.45 16.271
## 203 101622.29 12.850
## 204 101649.05 26.752
## 205 101715.91 66.864
## 206 101776.51 60.601
## 207 101839.23 62.713
## 208 101982.15 142.928
## 209 102012.60 30.446
## 210 102047.90 35.303
## 211 102136.17 88.266
## 212 102215.90 79.735
## 213 102309.39 93.486
## 214 102405.43 96.043
## 215 102640.04 234.609
## 216 102682.45 42.407
## 217 102743.50 61.052
## 218 102890.11 146.614
## 219 103009.51 119.397
## 220 103152.86 143.349
## 221 103322.64 169.779
## 222 103685.49 362.855
## 223 103771.90 86.409
## 224 103855.88 83.979
## 225 104094.23 238.343
## 226 104289.41 195.185
## 227 104510.43 221.017
## 228 104728.35 217.923
## 229 105303.44 575.090
## 230 105435.42 131.983
## 231 105569.32 133.899
## 232 105894.47 325.149
## 233 106188.22 293.751
## 234 106495.85 307.628
## 235 106825.32 329.474
## 236 107581.96 756.640
## 237 107771.39 189.427
## 238 107876.11 104.720
## 239 108355.75 479.642
## 240 108709.58 353.826
## 241 109173.58 464.001
## 242 109606.26 432.678
## 243 110287.58 681.324
## 244 110507.21 219.627
## 245 110647.84 140.627
## 246 111231.08 583.242
## 247 111683.46 452.383
## 248 112186.93 503.471
## 249 112653.04 466.107
## 250 113371.41 718.375
## 251 113648.61 277.194
## 252 113781.42 132.812
## 253 114406.06 624.643
## 254 114870.14 464.079
## 255 115407.73 537.585
## 256 115959.93 552.207
## 257 116676.63 716.696
## 258 116914.16 237.529
## 259 117070.47 156.313
## 260 117757.81 687.340
## 261 118298.49 540.678
## 262 118870.54 572.047
## 263 119408.86 538.323
## 264 120115.97 707.111
## 265 120374.89 258.913
## 266 120565.68 190.796
## 267 120846.84 281.159
## 268 121474.04 627.199
## 269 122005.51 531.475
## 270 122505.36 499.848
## 271 123232.72 727.354
## 272 123501.29 268.570
## 273 123646.59 145.304
## 274 124279.14 632.546
## 275 124714.18 435.048
## 276 125235.66 521.478
## 277 125712.84 477.173
## 278 126346.20 633.369
## 279 126572.26 226.055
## 280 126706.97 134.707
## 281 127221.76 514.795
## 282 127587.37 365.613
## 283 127981.95 394.578
## 284 128369.90 387.952
## 285 128894.84 524.936
## 286 129077.62 182.785
## 287 129240.97 163.342
## 288 129707.39 466.422
## 289 130046.24 338.846
## 290 130411.02 364.787
## 291 130742.93 331.904
## 292 131207.80 464.878
## 293 131353.93 146.127
## 294 131488.40 134.464
## 295 131915.94 427.541
## 296 132202.11 286.178
## 297 132539.37 337.251
## 298 132844.35 304.985
## 299 133239.54 395.188
## 300 133356.99 117.453
## 301 133476.27 119.277
## 302 133763.35 287.079
## 303 134095.75 332.400
## 304 134421.61 325.864
## 305 134682.93 261.322
## 306 135011.87 328.937
## 307 135132.27 120.400
## 308 135227.38 95.111
## 309 135522.97 295.589
## 310 135769.43 246.456
## 311 136044.70 275.271
## 312 136279.09 234.387
## 313 136567.58 288.494
## 314 136665.57 97.992
## 315 136723.10 57.525
## 316 137059.75 336.656
## 317 137260.24 200.490
## 318 137568.21 307.970
## 319 137794.18 225.968
## 320 138079.85 285.667
## 321 138183.50 103.648
## 322 138281.01 97.517
## 323 138619.69 338.678
## 324 138826.19 206.494
## 325 139083.43 257.243
## 326 139328.15 244.723
## 327 139618.99 290.843
## 328 139724.92 105.925
## 329 139835.63 110.713
## 330 140166.41 330.778
## 331 140402.20 235.793
## 332 140687.82 285.616
## 333 140861.63 173.810
## 334 141292.38 430.749
## 335 141425.27 132.893
## 336 141521.17 95.901
## 337 141922.03 400.856
## 338 142184.60 262.568
## 339 142523.47 338.870
## 340 142853.89 330.424
## 341 143234.90 381.013
## 342 143371.99 137.083
## 343 143491.57 119.586
## 344 143924.62 433.047
## 345 144199.40 274.779
## 346 144534.01 334.608
## 347 144653.72 119.712
## 348 144813.58 159.855
## 349 144893.77 80.198
## 350 145023.54 129.769
## 351 145581.03 557.491
## 352 145933.24 352.210
## 353 146345.33 412.090
## 354 146762.59 417.263
## 355 147239.26 476.662
## 356 147439.39 200.138
## 357 147605.30 165.907
## 358 148137.70 532.400
## 359 148478.21 340.507
## 360 148928.74 450.535
## 361 149302.86 374.110
## 362 149777.95 475.094
## 363 149948.66 170.713
## 364 150105.86 157.199
## 365 150661.80 555.941
## 366 151007.66 345.860
## 367 151439.17 431.506
## 368 151865.14 425.977
## 369 152443.99 578.847
## 370 152683.60 239.611
## 371 152952.02 268.414
## 372 153672.04 720.024
## 373 154211.04 538.999
## 374 154943.10 732.055
## 375 155753.35 810.258
## 376 156500.50 747.146
## 377 156761.07 260.574
## 378 157296.68 535.608
## 379 158799.29 1502.611
## 380 159886.01 1086.716
## 381 161393.76 1507.757
## 382 163167.79 1774.023
## 383 164711.49 1543.706
## 384 165279.19 567.697
## 385 166137.21 858.024
## 386 169273.02 3135.806
## 387 171711.58 2438.559
## 388 173701.72 1990.141
## 389 176209.11 2507.390
## 390 178821.54 2612.429
## 391 180016.53 1194.986
## 392 181473.88 1457.351
## 393 185625.45 4151.569
## 394 187987.56 2362.116
## 395 190537.20 2549.635
## 396 193125.57 2588.375
## 397 195768.23 2642.653
## 398 196997.80 1229.572
## 399 198439.42 1441.629
## 400 200460.11 2020.681
## 401 203852.26 3392.150
## 402 206580.06 2727.801
## 403 208780.98 2200.925
## 404 211307.64 2526.653
## 405 212220.48 912.839
## 406 213317.67 1097.196
## 407 216079.95 2762.284
## 408 217564.42 1484.469
## 409 219439.36 1874.935
## 410 220960.06 1520.703
## 411 222805.77 1845.705
## 412 223344.75 538.984
## 413 223940.19 595.437
## 414 225564.83 1624.640
## 415 226543.90 979.073
## 416 227533.36 989.460
## 417 228359.66 826.298
## 418 229426.96 1067.308
## 419 229687.74 260.772
## 420 229938.88 251.139
## 421 230977.56 1038.682
## 422 231621.71 644.152
## 423 232188.20 566.484
## 424 232703.18 514.984
## 425 233332.45 629.269
## 426 233488.93 156.487
## 427 233664.31 175.372
## 428 234174.59 510.283
## 429 234508.72 334.133
## 430 234853.85 345.127
## 431 235159.72 305.868
## 432 235596.00 436.279
## 433 235690.69 94.691
## 434 235759.97 69.282
## 435 236008.64 248.673
## 436 236277.09 268.447
## 437 236532.71 255.624
## 438 236734.15 201.436
## 439 236958.13 223.976
## 440 237100.68 142.550
## 441 237155.62 54.945
## 442 237452.40 296.775
## 443 237592.58 140.189
## 444 237753.05 160.461
## 445 237899.20 146.154
## 446 238053.27 154.069
## 447 238098.17 44.897
## 448 238131.34 33.171
## 449 238321.83 190.496
## 450 238411.23 89.398
## 451 238523.48 112.251
## 452 238663.10 139.615
## 453 238812.42 149.323
## 454 238843.85 31.428
## 455 238876.37 32.519
## 456 239057.48 76.746
## 457 239192.69 135.215
## 458 239351.54 158.851
## 459 239452.20 100.656
## 460 239485.00 32.795
## new_cases_smoothed_per_million total_deaths_per_million
## 1 663.817 916.489
## 2 663.716 925.461
## 3 670.789 936.671
## 4 672.135 947.034
## 5 676.070 955.871
## 6 668.006 964.315
## 7 666.155 969.460
## 8 660.537 974.855
## 9 651.808 984.765
## 10 646.118 994.917
## 11 634.430 1003.694
## 12 582.554 1008.230
## 13 587.542 1013.964
## 14 565.486 1018.287
## 15 555.398 1023.925
## 16 555.352 1034.783
## 17 554.019 1046.597
## 18 597.880 1056.591
## 19 620.073 1063.325
## 20 643.570 1070.991
## 21 672.486 1075.307
## 22 677.791 1081.252
## 23 689.338 1092.077
## 24 707.100 1103.870
## 25 694.739 1115.963
## 26 748.433 1128.546
## 27 745.239 1138.323
## 28 748.471 1144.643
## 29 756.351 1150.164
## 30 751.596 1163.345
## 31 738.510 1175.414
## 32 716.746 1186.804
## 33 691.393 1198.255
## 34 671.165 1209.008
## 35 656.463 1214.989
## 36 629.392 1219.689
## 37 601.555 1226.889
## 38 583.589 1240.235
## 39 565.115 1252.662
## 40 542.249 1264.007
## 41 525.342 1274.688
## 42 509.705 1280.269
## 43 504.889 1285.586
## 44 502.365 1297.547
## 45 488.657 1309.947
## 46 477.593 1321.511
## 47 465.570 1332.322
## 48 453.869 1341.036
## 49 442.152 1346.914
## 50 440.310 1352.249
## 51 425.731 1362.864
## 52 412.380 1374.630
## 53 394.477 1386.293
## 54 380.442 1397.329
## 55 365.785 1405.551
## 56 355.728 1409.987
## 57 337.491 1414.346
## 58 328.145 1423.552
## 59 315.630 1433.786
## 60 307.804 1443.371
## 61 294.726 1452.034
## 62 283.559 1458.931
## 63 274.487 1462.529
## 64 262.738 1465.380
## 65 247.295 1470.318
## 66 235.987 1477.665
## 67 221.312 1485.496
## 68 210.406 1493.111
## 69 203.114 1498.917
## 70 197.524 1502.602
## 71 197.548 1506.210
## 72 203.816 1513.047
## 73 206.485 1522.851
## 74 208.494 1530.150
## 75 208.601 1536.623
## 76 207.534 1541.195
## 77 206.020 1544.520
## 78 203.862 1548.482
## 79 197.238 1554.288
## 80 193.804 1562.026
## 81 190.238 1567.889
## 82 187.000 1573.065
## 83 182.603 1577.661
## 84 178.255 1579.796
## 85 175.526 1581.914
## 86 174.274 1587.273
## 87 170.291 1591.998
## 88 167.205 1596.726
## 89 164.944 1601.024
## 90 163.145 1603.980
## 91 162.145 1605.578
## 92 165.100 1607.716
## 93 164.495 1611.504
## 94 165.150 1615.160
## 95 165.413 1620.113
## 96 164.996 1623.255
## 97 165.866 1625.586
## 98 164.188 1627.851
## 99 162.643 1629.542
## 100 162.126 1632.413
## 101 174.313 1636.901
## 102 176.567 1641.028
## 103 182.892 1644.552
## 104 185.145 1647.030
## 105 189.837 1648.420
## 106 197.721 1650.322
## 107 201.514 1653.046
## 108 193.723 1656.356
## 109 197.696 1659.715
## 110 196.697 1662.424
## 111 197.034 1664.740
## 112 193.428 1665.671
## 113 193.954 1667.116
## 114 194.457 1669.621
## 115 197.132 1677.449
## 116 198.521 1680.531
## 117 203.069 1683.261
## 118 205.539 1685.460
## 119 209.627 1686.325
## 120 207.530 1687.662
## 121 215.255 1690.305
## 122 215.189 1693.113
## 123 212.539 1695.829
## 124 212.046 1698.433
## 125 205.554 1700.566
## 126 204.009 1701.605
## 127 202.438 1703.068
## 128 194.544 1705.612
## 129 189.713 1708.292
## 130 186.610 1711.109
## 131 177.777 1713.374
## 132 177.550 1715.669
## 133 173.629 1716.570
## 134 166.700 1717.994
## 135 162.333 1720.015
## 136 158.402 1723.031
## 137 154.996 1725.689
## 138 152.928 1728.110
## 139 150.282 1730.345
## 140 148.510 1731.312
## 141 149.503 1732.748
## 142 145.448 1735.485
## 143 141.534 1737.942
## 144 136.127 1740.408
## 145 131.975 1742.859
## 146 126.329 1744.766
## 147 123.024 1745.541
## 148 117.776 1746.728
## 149 114.608 1748.794
## 150 110.347 1751.206
## 151 107.155 1753.573
## 152 104.490 1755.481
## 153 102.378 1757.073
## 154 100.164 1757.878
## 155 97.109 1759.052
## 156 94.281 1761.401
## 157 91.494 1763.447
## 158 87.832 1765.516
## 159 82.081 1767.388
## 160 77.988 1768.851
## 161 76.303 1769.439
## 162 74.865 1770.737
## 163 73.020 1772.680
## 164 70.861 1775.666
## 165 69.406 1779.709
## 166 66.583 1781.301
## 167 63.185 1782.358
## 168 60.432 1782.806
## 169 53.756 1783.323
## 170 52.119 1785.224
## 171 48.738 1786.912
## 172 45.117 1788.823
## 173 43.248 1790.397
## 174 44.224 1792.151
## 175 43.647 1792.640
## 176 46.986 1793.590
## 177 43.658 1794.551
## 178 44.437 1795.993
## 179 42.893 1797.251
## 180 46.007 1798.858
## 181 43.253 1799.687
## 182 42.929 1800.009
## 183 41.949 1800.567
## 184 40.966 1801.559
## 185 38.109 1802.724
## 186 36.807 1803.685
## 187 35.109 1805.506
## 188 35.052 1806.052
## 189 34.904 1806.280
## 190 34.375 1807.061
## 191 34.403 1808.098
## 192 34.733 1809.293
## 193 35.892 1810.324
## 194 37.358 1811.895
## 195 37.494 1812.360
## 196 37.365 1812.591
## 197 38.688 1813.030
## 198 37.253 1814.015
## 199 38.412 1814.925
## 200 38.693 1815.775
## 201 40.905 1817.079
## 202 39.206 1817.358
## 203 39.058 1817.482
## 204 37.039 1817.857
## 205 43.388 1818.761
## 206 45.451 1819.731
## 207 47.921 1820.461
## 208 55.568 1821.852
## 209 57.593 1822.110
## 210 60.801 1822.477
## 211 69.589 1823.165
## 212 71.427 1824.246
## 213 76.125 1825.231
## 214 80.887 1826.220
## 215 93.984 1827.586
## 216 95.693 1827.818
## 217 99.371 1828.079
## 218 107.707 1828.653
## 219 113.373 1829.518
## 220 120.496 1830.602
## 221 131.030 1831.467
## 222 149.350 1833.140
## 223 155.636 1833.519
## 224 158.912 1833.813
## 225 172.016 1834.597
## 226 182.843 1835.925
## 227 193.938 1837.057
## 228 200.816 1838.018
## 229 231.135 1840.665
## 230 237.646 1841.169
## 231 244.777 1841.845
## 232 257.178 1842.875
## 233 271.259 1844.606
## 234 283.632 1846.222
## 235 299.568 1847.778
## 236 325.503 1851.181
## 237 333.710 1851.947
## 238 329.541 1852.319
## 239 351.612 1853.884
## 240 360.194 1856.392
## 241 382.533 1858.765
## 242 397.276 1861.832
## 243 386.517 1864.983
## 244 390.831 1865.782
## 245 395.961 1866.395
## 246 410.761 1869.471
## 247 424.840 1872.547
## 248 430.479 1876.148
## 249 435.254 1881.486
## 250 440.547 1885.868
## 251 448.771 1887.562
## 252 447.655 1888.175
## 253 453.569 1892.173
## 254 455.240 1896.421
## 255 460.113 1901.043
## 256 472.413 1907.631
## 257 472.174 1912.833
## 258 466.507 1914.783
## 259 469.865 1915.714
## 260 478.821 1920.838
## 261 489.764 1925.104
## 262 494.687 1931.225
## 263 492.704 1940.216
## 264 491.335 1946.034
## 265 494.389 1947.983
## 266 499.316 1949.200
## 267 441.290 1951.074
## 268 453.650 1957.298
## 269 447.854 1964.117
## 270 442.357 1973.789
## 271 445.249 1981.226
## 272 446.629 1983.695
## 273 440.130 1984.806
## 274 490.328 1991.316
## 275 462.878 1996.990
## 276 461.450 2005.217
## 277 458.210 2015.586
## 278 444.784 2022.942
## 279 438.710 2025.883
## 280 437.196 2027.048
## 281 420.375 2033.981
## 282 410.456 2041.334
## 283 392.327 2049.394
## 284 379.581 2059.270
## 285 364.091 2066.698
## 286 357.909 2069.173
## 287 362.000 2070.879
## 288 355.090 2077.725
## 289 351.266 2085.244
## 290 347.010 2093.107
## 291 339.003 2101.533
## 292 330.424 2107.949
## 293 325.187 2110.421
## 294 321.061 2112.031
## 295 315.507 2117.807
## 296 307.983 2123.415
## 297 304.049 2131.381
## 298 300.204 2138.798
## 299 290.248 2144.208
## 300 286.151 2145.490
## 301 283.982 2146.923
## 302 263.916 2150.470
## 303 270.519 2157.349
## 304 268.892 2167.006
## 305 262.655 2173.515
## 306 253.190 2178.910
## 307 253.611 2180.550
## 308 250.159 2181.935
## 309 251.375 2187.261
## 310 239.097 2193.668
## 311 231.870 2203.202
## 312 228.022 2209.185
## 313 222.244 2214.766
## 314 219.043 2216.391
## 315 213.674 2217.154
## 316 219.540 2221.585
## 317 212.974 2226.343
## 318 217.645 2232.512
## 319 216.442 2238.051
## 320 216.038 2243.236
## 321 216.846 2244.353
## 322 222.560 2245.053
## 323 222.848 2248.904
## 324 223.706 2252.716
## 325 216.459 2258.600
## 326 219.139 2262.223
## 327 219.878 2268.627
## 328 220.203 2270.017
## 329 222.088 2270.615
## 330 220.960 2274.400
## 331 225.145 2278.674
## 332 229.199 2283.730
## 333 219.068 2286.349
## 334 239.055 2293.741
## 335 242.908 2295.423
## 336 240.792 2296.006
## 337 250.803 2299.953
## 338 254.628 2303.954
## 339 262.235 2308.892
## 340 284.609 2312.956
## 341 277.504 2318.342
## 342 278.102 2319.697
## 343 281.486 2320.343
## 344 286.085 2324.130
## 345 287.829 2328.257
## 346 287.220 2333.403
## 347 257.118 2334.818
## 348 225.524 2335.932
## 349 217.398 2336.869
## 350 218.852 2337.605
## 351 236.630 2343.417
## 352 247.692 2348.341
## 353 258.761 2354.519
## 354 301.268 2366.264
## 355 346.526 2370.995
## 356 363.660 2373.008
## 357 368.823 2374.170
## 358 365.239 2378.447
## 359 363.567 2383.151
## 360 369.059 2388.606
## 361 362.894 2393.307
## 362 362.670 2398.714
## 363 358.467 2400.516
## 364 357.223 2401.570
## 365 360.586 2405.812
## 366 361.350 2410.483
## 367 358.632 2417.235
## 368 366.041 2421.092
## 369 380.863 2426.661
## 370 390.706 2428.592
## 371 406.594 2429.481
## 372 430.034 2434.263
## 373 457.626 2440.112
## 374 500.561 2452.716
## 375 555.458 2456.885
## 376 579.501 2458.960
## 377 582.496 2459.648
## 378 620.666 2460.691
## 379 732.464 2466.070
## 380 810.710 2473.027
## 381 921.524 2480.101
## 382 1059.205 2484.589
## 383 1172.999 2486.727
## 384 1216.874 2487.893
## 385 1262.933 2489.028
## 386 1496.247 2494.564
## 387 1689.367 2501.503
## 388 1758.279 2508.054
## 389 1863.046 2514.161
## 390 2015.721 2521.358
## 391 2105.334 2523.782
## 392 2190.952 2525.533
## 393 2336.061 2531.652
## 394 2325.140 2539.095
## 395 2405.068 2547.506
## 396 2416.637 2555.018
## 397 2420.955 2563.221
## 398 2425.896 2566.126
## 399 2423.650 2568.337
## 400 2119.237 2571.389
## 401 2266.385 2579.481
## 402 2291.837 2589.808
## 403 2236.487 2598.416
## 404 2219.916 2608.521
## 405 2174.668 2611.405
## 406 2125.464 2613.510
## 407 2231.407 2620.098
## 408 1958.881 2629.623
## 409 1837.043 2641.070
## 410 1739.868 2648.691
## 411 1642.590 2660.979
## 412 1589.182 2664.451
## 413 1517.502 2665.812
## 414 1354.982 2673.808
## 415 1282.782 2683.817
## 416 1156.286 2694.531
## 417 1057.085 2701.788
## 418 945.886 2714.140
## 419 906.141 2716.744
## 420 856.956 2718.084
## 421 773.247 2727.362
## 422 725.402 2736.340
## 423 664.977 2746.643
## 424 620.503 2756.355
## 425 557.926 2764.420
## 426 543.028 2766.817
## 427 532.204 2768.472
## 428 456.719 2778.039
## 429 412.430 2785.855
## 430 380.808 2795.401
## 431 350.934 2804.109
## 432 323.364 2811.561
## 433 314.536 2813.495
## 434 299.381 2814.766
## 435 262.008 2817.460
## 436 252.624 2823.999
## 437 239.838 2833.302
## 438 224.919 2842.187
## 439 194.590 2848.309
## 440 201.427 2850.466
## 441 199.379 2851.087
## 442 206.250 2857.591
## 443 187.928 2862.889
## 444 174.333 2869.125
## 445 166.436 2874.192
## 446 156.449 2879.323
## 447 142.499 2880.152
## 448 139.388 2880.639
## 449 124.205 2885.712
## 450 116.950 2889.734
## 451 110.062 2895.669
## 452 109.128 2900.611
## 453 108.450 2905.008
## 454 106.526 2906.288
## 455 106.433 2906.792
## 456 92.321 2902.785
## 457 95.601 2908.622
## 458 98.349 2913.683
## 459 91.397 2916.077
## 460 91.592 2916.921
## new_deaths_per_million new_deaths_smoothed_per_million reproduction_rate
## 1 4.953 7.712 1.07
## 2 8.972 7.885 1.05
## 3 11.210 8.121 1.04
## 4 10.363 8.320 1.03
## 5 8.837 8.132 1.02
## 6 8.444 8.252 1.00
## 7 5.145 8.275 0.99
## 8 5.395 8.338 0.98
## 9 9.909 8.472 0.96
## 10 10.153 8.321 0.94
## 11 8.777 8.094 0.92
## 12 4.536 7.480 0.91
## 13 5.734 7.093 0.94
## 14 4.322 6.975 0.97
## 15 5.638 7.010 1.00
## 16 10.859 7.146 1.04
## 17 11.814 7.383 1.07
## 18 9.994 7.557 1.09
## 19 6.734 7.871 1.08
## 20 7.666 8.147 1.09
## 21 4.316 8.146 1.09
## 22 5.944 8.190 1.09
## 23 10.826 8.185 1.09
## 24 11.793 8.182 1.10
## 25 12.093 8.482 1.10
## 26 12.583 9.317 1.09
## 27 9.777 9.619 1.06
## 28 6.320 9.905 1.03
## 29 5.521 9.845 1.01
## 30 13.181 10.181 0.98
## 31 12.069 10.221 0.95
## 32 11.390 10.120 0.93
## 33 11.450 9.958 0.92
## 34 10.753 10.098 0.90
## 35 5.981 10.049 0.88
## 36 4.701 9.932 0.86
## 37 7.200 9.078 0.85
## 38 13.346 9.260 0.85
## 39 12.427 9.408 0.85
## 40 11.345 9.393 0.85
## 41 10.681 9.383 0.85
## 42 5.581 9.326 0.85
## 43 5.317 9.414 0.85
## 44 11.961 10.094 0.85
## 45 12.400 9.959 0.84
## 46 11.565 9.836 0.84
## 47 10.811 9.759 0.84
## 48 8.714 9.478 0.84
## 49 5.878 9.521 0.83
## 50 5.335 9.523 0.83
## 51 10.615 9.331 0.81
## 52 11.766 9.240 0.80
## 53 11.664 9.255 0.79
## 54 11.036 9.287 0.79
## 55 8.221 9.216 0.79
## 56 4.437 9.010 0.79
## 57 4.358 8.871 0.78
## 58 9.207 8.670 0.78
## 59 10.234 8.451 0.77
## 60 9.585 8.154 0.77
## 61 8.663 7.815 0.76
## 62 6.897 7.626 0.76
## 63 3.599 7.506 0.75
## 64 2.851 7.291 0.74
## 65 4.938 6.681 0.73
## 66 7.347 6.268 0.74
## 67 7.831 6.018 0.76
## 68 7.615 5.868 0.78
## 69 5.806 5.712 0.81
## 70 3.686 5.725 0.83
## 71 3.608 5.833 0.86
## 72 6.837 6.104 0.87
## 73 9.804 6.455 0.88
## 74 7.299 6.379 0.88
## 75 6.473 6.216 0.89
## 76 4.572 6.040 0.89
## 77 3.325 5.988 0.89
## 78 3.962 6.039 0.88
## 79 5.806 5.892 0.88
## 80 7.738 5.596 0.88
## 81 5.863 5.391 0.88
## 82 5.175 5.206 0.88
## 83 4.596 5.209 0.88
## 84 2.136 5.039 0.88
## 85 2.118 4.776 0.89
## 86 5.359 4.712 0.89
## 87 4.725 4.282 0.90
## 88 4.728 4.119 0.91
## 89 4.298 3.994 0.92
## 90 2.956 3.760 0.93
## 91 1.598 3.683 0.95
## 92 2.139 3.686 0.96
## 93 3.788 3.462 0.96
## 94 3.656 3.309 0.96
## 95 4.953 3.341 0.98
## 96 3.142 3.176 0.98
## 97 2.331 3.087 1.00
## 98 2.265 3.182 1.01
## 99 1.691 3.118 1.03
## 100 2.872 2.987 1.06
## 101 4.488 3.106 1.10
## 102 4.127 2.988 1.09
## 103 3.523 3.042 1.09
## 104 2.478 3.063 1.08
## 105 1.391 2.939 1.08
## 106 1.901 2.969 1.07
## 107 2.724 2.948 1.06
## 108 3.310 2.779 1.05
## 109 3.358 2.669 1.05
## 110 2.709 2.553 1.04
## 111 2.316 2.530 1.04
## 112 0.931 2.464 1.04
## 113 1.445 2.399 1.05
## 114 2.505 2.368 1.05
## 115 7.828 3.013 1.05
## 116 3.082 2.974 1.06
## 117 2.730 2.977 1.06
## 118 2.199 2.960 1.05
## 119 0.865 2.951 1.05
## 120 1.337 2.935 1.04
## 121 2.643 2.955 1.03
## 122 2.809 2.238 1.01
## 123 2.715 2.185 0.99
## 124 2.604 2.167 0.97
## 125 2.133 2.158 0.95
## 126 1.039 2.183 0.94
## 127 1.463 2.201 0.93
## 128 2.544 2.187 0.92
## 129 2.679 2.168 0.90
## 130 2.818 2.183 0.89
## 131 2.265 2.134 0.88
## 132 2.295 2.158 0.88
## 133 0.901 2.138 0.88
## 134 1.424 2.132 0.87
## 135 2.022 2.058 0.87
## 136 3.016 2.106 0.87
## 137 2.658 2.083 0.87
## 138 2.421 2.105 0.88
## 139 2.235 2.097 0.88
## 140 0.967 2.106 0.87
## 141 1.436 2.108 0.86
## 142 2.736 2.210 0.85
## 143 2.457 2.130 0.83
## 144 2.466 2.103 0.82
## 145 2.451 2.107 0.82
## 146 1.907 2.060 0.82
## 147 0.775 2.033 0.82
## 148 1.186 1.997 0.82
## 149 2.067 1.901 0.81
## 150 2.412 1.895 0.81
## 151 2.367 1.881 0.81
## 152 1.907 1.803 0.81
## 153 1.592 1.758 0.81
## 154 0.805 1.762 0.80
## 155 1.174 1.761 0.80
## 156 2.349 1.801 0.78
## 157 2.046 1.749 0.77
## 158 2.070 1.706 0.76
## 159 1.871 1.701 0.76
## 160 1.463 1.683 0.77
## 161 0.589 1.652 0.79
## 162 1.298 1.669 0.79
## 163 1.943 1.611 0.78
## 164 2.986 1.746 0.77
## 165 4.043 2.028 0.74
## 166 1.592 1.988 0.72
## 167 1.057 1.930 0.71
## 168 0.448 1.910 0.71
## 169 0.517 1.798 0.71
## 170 1.901 1.792 0.75
## 171 1.688 1.607 0.75
## 172 1.910 1.302 0.76
## 173 1.574 1.299 0.77
## 174 1.754 1.399 0.81
## 175 0.490 1.405 0.83
## 176 0.949 1.467 0.85
## 177 0.961 1.332 0.85
## 178 1.442 1.297 0.86
## 179 1.259 1.204 0.86
## 180 1.607 1.209 0.86
## 181 0.829 1.077 0.85
## 182 0.321 1.053 0.85
## 183 0.559 0.997 0.84
## 184 0.991 1.001 0.84
## 185 1.165 0.962 0.84
## 186 0.961 0.919 0.85
## 187 1.820 0.950 0.87
## 188 0.547 0.909 0.91
## 189 0.228 0.896 0.92
## 190 0.781 0.928 0.94
## 191 1.036 0.934 0.96
## 192 1.196 0.938 0.98
## 193 1.030 0.948 1.01
## 194 1.571 0.913 1.02
## 195 0.466 0.901 1.04
## 196 0.231 0.902 1.04
## 197 0.439 0.853 1.04
## 198 0.985 0.845 1.03
## 199 0.910 0.805 1.08
## 200 0.850 0.779 1.11
## 201 1.304 0.741 1.12
## 202 0.279 0.714 1.14
## 203 0.123 0.699 1.17
## 204 0.375 0.690 1.22
## 205 0.904 0.678 1.33
## 206 0.970 0.687 1.38
## 207 0.730 0.669 1.41
## 208 1.391 0.682 1.44
## 209 0.258 0.679 1.44
## 210 0.366 0.714 1.45
## 211 0.688 0.758 1.47
## 212 1.081 0.784 1.48
## 213 0.985 0.786 1.49
## 214 0.988 0.823 1.51
## 215 1.367 0.819 1.53
## 216 0.231 0.815 1.51
## 217 0.261 0.800 1.51
## 218 0.574 0.784 1.51
## 219 0.865 0.753 1.50
## 220 1.084 0.767 1.52
## 221 0.865 0.750 1.54
## 222 1.673 0.793 1.54
## 223 0.378 0.814 1.52
## 224 0.294 0.819 1.50
## 225 0.784 0.849 1.49
## 226 1.328 0.915 1.48
## 227 1.132 0.922 1.48
## 228 0.961 0.936 1.48
## 229 2.646 1.075 1.50
## 230 0.505 1.093 1.47
## 231 0.676 1.147 1.44
## 232 1.030 1.183 1.41
## 233 1.730 1.240 1.40
## 234 1.616 1.309 1.38
## 235 1.556 1.394 1.39
## 236 3.403 1.502 1.39
## 237 0.766 1.540 1.36
## 238 0.372 1.496 1.32
## 239 1.565 1.573 1.30
## 240 2.508 1.684 1.28
## 241 2.373 1.792 1.26
## 242 3.067 2.008 1.23
## 243 3.151 1.972 1.20
## 244 0.799 1.976 1.20
## 245 0.613 2.011 1.21
## 246 3.076 2.227 1.20
## 247 3.076 2.308 1.19
## 248 3.602 2.483 1.17
## 249 5.338 2.808 1.14
## 250 4.382 2.984 1.12
## 251 1.694 3.111 1.13
## 252 0.613 3.111 1.13
## 253 3.998 3.243 1.13
## 254 4.247 3.411 1.11
## 255 4.623 3.556 1.10
## 256 6.587 3.735 1.09
## 257 5.203 3.852 1.07
## 258 1.949 3.889 1.07
## 259 0.931 3.934 1.08
## 260 5.124 4.095 1.10
## 261 4.265 4.098 1.08
## 262 6.122 4.312 1.05
## 263 8.990 4.655 1.03
## 264 5.818 4.743 1.00
## 265 1.949 4.743 0.99
## 266 1.217 4.784 0.98
## 267 1.874 4.319 0.96
## 268 6.224 4.599 1.00
## 269 6.819 4.699 1.01
## 270 9.672 4.796 1.01
## 271 7.437 5.027 1.01
## 272 2.469 5.102 1.01
## 273 1.111 5.087 1.00
## 274 6.509 5.749 1.00
## 275 5.674 5.670 0.98
## 276 8.227 5.872 0.97
## 277 10.369 5.971 0.95
## 278 7.356 5.959 0.94
## 279 2.941 6.027 0.93
## 280 1.165 6.035 0.91
## 281 6.933 6.095 0.90
## 282 7.353 6.335 0.88
## 283 8.059 6.311 0.88
## 284 9.876 6.241 0.88
## 285 7.428 6.251 0.89
## 286 2.475 6.184 0.90
## 287 1.706 6.262 0.90
## 288 6.846 6.249 0.90
## 289 7.518 6.273 0.89
## 290 7.864 6.245 0.88
## 291 8.426 6.038 0.88
## 292 6.416 5.893 0.89
## 293 2.472 5.893 0.89
## 294 1.610 5.879 0.89
## 295 5.776 5.726 0.89
## 296 5.608 5.453 0.88
## 297 7.966 5.468 0.88
## 298 7.416 5.324 0.88
## 299 5.410 5.180 0.88
## 300 1.283 5.010 0.88
## 301 1.433 4.985 0.88
## 302 3.547 4.666 0.88
## 303 6.879 4.848 0.90
## 304 9.657 5.089 0.90
## 305 6.509 4.960 0.89
## 306 5.395 4.958 0.88
## 307 1.640 5.009 0.88
## 308 1.385 5.002 0.88
## 309 5.326 5.256 0.88
## 310 6.407 5.188 0.88
## 311 9.534 5.171 0.89
## 312 5.984 5.096 0.89
## 313 5.581 5.122 0.90
## 314 1.625 5.120 0.91
## 315 0.763 5.031 0.92
## 316 4.431 4.903 0.95
## 317 4.758 4.668 0.96
## 318 6.170 4.187 0.98
## 319 5.539 4.124 0.98
## 320 5.185 4.067 0.98
## 321 1.117 3.995 0.98
## 322 0.700 3.986 0.99
## 323 3.851 3.903 0.99
## 324 3.812 3.768 0.99
## 325 5.884 3.727 1.00
## 326 3.623 3.453 1.01
## 327 6.404 3.627 1.02
## 328 1.391 3.666 1.03
## 329 0.598 3.652 1.04
## 330 3.785 3.642 1.04
## 331 4.274 3.708 1.05
## 332 5.055 3.590 1.07
## 333 2.619 3.447 1.08
## 334 7.392 3.588 1.13
## 335 1.682 3.629 1.12
## 336 0.583 3.627 1.11
## 337 3.947 3.650 1.11
## 338 4.001 3.611 1.12
## 339 4.938 3.595 1.12
## 340 4.064 3.801 1.13
## 341 5.386 3.514 1.11
## 342 1.355 3.468 1.08
## 343 0.646 3.477 1.05
## 344 3.788 3.454 1.01
## 345 4.127 3.472 0.99
## 346 5.145 3.502 0.96
## 347 1.415 3.123 0.92
## 348 1.114 2.513 0.95
## 349 0.937 2.453 1.04
## 350 0.736 2.466 1.15
## 351 5.812 2.755 1.24
## 352 4.923 2.869 1.27
## 353 6.179 3.017 1.27
## 354 11.745 4.492 1.27
## 355 4.731 5.009 1.25
## 356 2.013 5.163 1.21
## 357 1.162 5.224 1.17
## 358 4.277 5.004 1.14
## 359 4.704 4.973 1.13
## 360 5.455 4.870 1.12
## 361 4.701 3.863 1.11
## 362 5.407 3.960 1.11
## 363 1.802 3.930 1.11
## 364 1.054 3.914 1.10
## 365 4.241 3.909 1.09
## 366 4.671 3.904 1.11
## 367 6.752 4.090 1.14
## 368 3.857 3.969 1.18
## 369 5.569 3.992 1.23
## 370 1.931 4.011 1.27
## 371 0.889 3.987 1.29
## 372 4.782 4.065 1.31
## 373 5.848 4.233 1.35
## 374 12.604 5.069 1.40
## 375 4.169 5.113 1.44
## 376 2.076 4.614 1.46
## 377 0.688 4.437 1.51
## 378 1.042 4.458 1.58
## 379 5.380 4.544 1.64
## 380 6.957 4.702 1.67
## 381 7.074 3.912 1.70
## 382 4.488 3.958 1.69
## 383 2.139 3.967 1.65
## 384 1.165 4.035 1.62
## 385 1.135 4.048 1.64
## 386 5.536 4.071 1.67
## 387 6.939 4.068 1.63
## 388 6.551 3.993 1.56
## 389 6.107 4.225 1.51
## 390 7.197 4.947 1.46
## 391 2.424 5.127 1.42
## 392 1.751 5.215 1.38
## 393 6.119 5.298 1.35
## 394 7.443 5.370 1.27
## 395 8.411 5.636 1.22
## 396 7.512 5.837 1.17
## 397 8.203 5.981 1.13
## 398 2.905 6.049 1.10
## 399 2.211 6.115 1.06
## 400 3.052 5.677 1.02
## 401 8.092 5.769 1.05
## 402 10.327 6.043 1.03
## 403 8.609 6.200 0.99
## 404 10.105 6.471 0.96
## 405 2.884 6.468 0.93
## 406 2.106 6.453 0.89
## 407 6.587 6.958 0.85
## 408 9.525 7.163 0.81
## 409 11.447 7.323 0.79
## 410 7.621 7.182 0.77
## 411 12.288 7.494 0.75
## 412 3.472 7.578 0.73
## 413 1.361 7.472 0.69
## 414 7.996 7.673 0.66
## 415 10.009 7.742 0.63
## 416 10.714 7.637 0.61
## 417 7.257 7.585 0.61
## 418 12.351 7.594 0.61
## 419 2.604 7.470 0.60
## 420 1.340 7.467 0.59
## 421 9.279 7.651 0.58
## 422 8.978 7.503 0.57
## 423 10.303 7.445 0.55
## 424 9.711 7.795 0.55
## 425 8.065 7.183 0.55
## 426 2.397 7.153 0.55
## 427 1.655 7.198 0.54
## 428 9.567 7.240 0.53
## 429 7.816 7.073 0.52
## 430 9.546 6.965 0.52
## 431 8.708 6.822 0.53
## 432 7.452 6.734 0.55
## 433 1.934 6.668 0.54
## 434 1.271 6.613 0.54
## 435 2.694 5.632 0.53
## 436 6.539 5.449 0.56
## 437 9.303 5.415 0.57
## 438 8.885 5.440 0.58
## 439 6.122 5.250 0.60
## 440 2.157 5.281 0.62
## 441 0.622 5.189 0.63
## 442 6.503 5.733 0.63
## 443 5.299 5.556 0.61
## 444 6.236 5.118 0.59
## 445 5.067 4.572 0.59
## 446 5.130 4.431 0.60
## 447 0.829 4.241 0.62
## 448 0.487 4.222 0.63
## 449 5.073 4.017 0.65
## 450 4.022 3.835 0.65
## 451 5.935 3.792 0.66
## 452 4.941 3.774 0.68
## 453 4.398 3.669 0.71
## 454 1.280 3.734 0.71
## 455 0.505 3.736 0.72
## 456 3.848 NA 0.78
## 457 5.836 NA 0.82
## 458 5.061 NA 0.84
## 459 2.394 NA 0.83
## 460 0.844 NA 0.83
## icu_patients icu_patients_per_million hosp_patients
## 1 25560 76.776 109689
## 2 25812 77.533 110996
## 3 25974 78.020 112009
## 4 25894 77.780 112445
## 5 25950 77.948 112114
## 6 25801 77.500 111037
## 7 26057 78.269 112401
## 8 26431 79.393 114648
## 9 26730 80.291 117527
## 10 26928 80.885 118105
## 11 26714 80.243 116273
## 12 26559 79.777 113495
## 13 26734 80.303 115520
## 14 27063 81.291 118987
## 15 27519 82.661 121424
## 16 27782 83.451 122664
## 17 27697 83.195 123921
## 18 27748 83.349 123346
## 19 27471 82.517 121053
## 20 27614 82.946 122668
## 21 28006 84.124 125595
## 22 28266 84.905 127426
## 23 28528 85.692 128858
## 24 28608 85.932 129805
## 25 28491 85.580 128819
## 26 28365 85.202 127893
## 27 28187 84.667 126426
## 28 28370 85.217 126538
## 29 28739 86.325 127639
## 30 28891 86.782 127090
## 31 28734 86.310 126585
## 32 28527 85.689 133268
## 33 28422 85.373 123790
## 34 28120 84.466 121139
## 35 27891 83.778 120835
## 36 27831 83.598 120422
## 37 27584 82.856 119383
## 38 27003 81.111 117143
## 39 26517 79.651 114100
## 40 26006 78.116 111835
## 41 25364 76.188 108126
## 42 25121 75.458 107008
## 43 25003 75.103 106268
## 44 24897 74.785 104627
## 45 24360 73.172 102664
## 46 23786 71.448 100052
## 47 23121 69.450 96111
## 48 22708 68.210 92548
## 49 22503 67.594 91438
## 50 22230 66.774 90582
## 51 21767 65.383 89004
## 52 21405 64.296 87294
## 53 20872 62.695 84604
## 54 20354 61.139 82139
## 55 19863 59.664 79113
## 56 19377 58.204 77866
## 57 19328 58.057 76870
## 58 18929 56.858 75626
## 59 18316 55.017 72859
## 60 17714 53.209 70110
## 61 17334 52.067 67539
## 62 16865 50.659 64762
## 63 16350 49.112 63300
## 64 16227 48.742 62214
## 65 15921 47.823 61504
## 66 15579 46.796 62253
## 67 15024 45.129 58309
## 68 14492 43.531 56739
## 69 14111 42.386 54402
## 70 13724 41.224 53615
## 71 13671 41.065 53026
## 72 13354 40.112 51984
## 73 12892 38.725 50965
## 74 12464 37.439 49047
## 75 12165 36.541 47229
## 76 11716 35.192 45336
## 77 11552 34.700 44874
## 78 11362 34.129 43721
## 79 11040 33.162 42650
## 80 10745 32.275 42159
## 81 10556 31.708 40176
## 82 10323 31.008 39582
## 83 10029 30.125 38207
## 84 9848 29.581 37770
## 85 9790 29.407 37687
## 86 9612 28.872 37040
## 87 9456 28.404 36666
## 88 9242 27.761 35915
## 89 9120 27.394 35648
## 90 8907 26.755 34984
## 91 8775 26.358 34413
## 92 8787 26.394 34701
## 93 8736 26.241 34577
## 94 8682 26.079 34595
## 95 8521 25.595 34104
## 96 8422 25.298 34035
## 97 8241 24.754 33214
## 98 8127 24.412 33283
## 99 8347 25.072 33742
## 100 8379 25.169 33996
## 101 8489 25.499 34368
## 102 8338 25.045 34362
## 103 8329 25.018 34634
## 104 8201 24.634 33946
## 105 8359 25.109 34464
## 106 8439 25.349 35027
## 107 8572 25.748 35418
## 108 8502 25.538 35568
## 109 8470 25.442 35571
## 110 8466 25.430 35607
## 111 8541 25.655 35195
## 112 8606 25.850 35675
## 113 8849 26.580 36624
## 114 9012 27.070 37551
## 115 9024 27.106 37752
## 116 9194 27.617 37953
## 117 9145 27.469 37856
## 118 9130 27.424 37546
## 119 9245 27.770 38089
## 120 9452 28.392 38927
## 121 9536 28.644 39201
## 122 9583 28.785 39474
## 123 9476 28.464 39188
## 124 9530 28.626 39406
## 125 9551 28.689 39012
## 126 9632 28.932 39460
## 127 9828 29.521 40212
## 128 9918 29.791 40206
## 129 9917 29.788 40051
## 130 9842 29.563 39201
## 131 9705 29.152 38562
## 132 9572 28.752 37357
## 133 9546 28.674 37133
## 134 9759 29.314 37540
## 135 9665 29.031 37207
## 136 9537 28.647 36886
## 137 9371 28.148 35988
## 138 9242 27.761 35364
## 139 9105 27.349 34005
## 140 9075 27.259 33764
## 141 9209 27.662 33964
## 142 9180 27.575 33755
## 143 8954 26.896 33349
## 144 8833 26.532 32505
## 145 8646 25.971 31832
## 146 8468 25.436 30635
## 147 8359 25.109 30154
## 148 8341 25.054 29987
## 149 8298 24.925 29482
## 150 8115 24.376 29116
## 151 7917 23.781 28174
## 152 7628 22.913 27422
## 153 7409 22.255 26184
## 154 7270 21.837 25646
## 155 7299 21.925 25563
## 156 7163 21.516 25023
## 157 7059 21.204 24929
## 158 6841 20.549 23954
## 159 6664 20.017 23397
## 160 6472 19.440 22643
## 161 6412 19.260 22445
## 162 6419 19.281 22431
## 163 6311 18.957 22087
## 164 6140 18.443 21603
## 165 6000 18.023 21056
## 166 5778 17.356 20398
## 167 5606 16.839 19474
## 168 5525 16.596 19062
## 169 5542 16.647 18678
## 170 5491 16.494 18657
## 171 5322 15.986 18087
## 172 5175 15.545 17634
## 173 4995 15.004 16970
## 174 4768 14.322 16298
## 175 4677 14.049 15987
## 176 4685 14.073 15742
## 177 4608 13.841 15630
## 178 4479 13.454 15266
## 179 4383 13.166 14838
## 180 4300 12.916 14421
## 181 4186 12.574 13940
## 182 4049 12.162 13957
## 183 4068 12.219 13929
## 184 3939 11.832 13722
## 185 3880 11.655 13496
## 186 3806 11.432 13094
## 187 3739 11.231 12855
## 188 3673 11.033 12483
## 189 3663 11.003 12503
## 190 3708 11.138 12593
## 191 3744 11.246 12539
## 192 3700 11.114 12612
## 193 3636 10.922 12397
## 194 3617 10.865 12408
## 195 3562 10.699 12238
## 196 3525 10.588 12233
## 197 3617 10.865 12510
## 198 3676 11.042 12664
## 199 3673 11.033 12881
## 200 3614 10.856 12865
## 201 4027 12.096 13236
## 202 3753 11.273 12918
## 203 3777 11.345 13121
## 204 3883 11.664 13433
## 205 3980 11.955 13974
## 206 4132 12.412 14665
## 207 4297 12.907 15074
## 208 4369 13.123 15409
## 209 4442 13.343 15710
## 210 4637 13.928 16396
## 211 4883 14.667 17330
## 212 5072 15.235 18204
## 213 5255 15.785 19085
## 214 5474 16.443 19915
## 215 5785 17.377 20874
## 216 5994 18.005 21595
## 217 6272 18.840 22564
## 218 6717 20.176 24261
## 219 7115 21.372 25700
## 220 7408 22.252 27057
## 221 7687 23.090 28605
## 222 8097 24.322 30295
## 223 8419 25.289 31469
## 224 8867 26.634 33406
## 225 9448 28.380 35748
## 226 9994 30.020 38296
## 227 10378 31.173 40482
## 228 10919 32.798 42200
## 229 11463 34.432 44541
## 230 12109 36.373 46428
## 231 12698 38.142 48538
## 232 13481 40.494 51780
## 233 14052 42.209 54470
## 234 14635 43.960 56954
## 235 15193 45.636 59587
## 236 15732 47.255 62122
## 237 16164 48.553 63544
## 238 16784 50.415 66369
## 239 17707 53.188 69838
## 240 18264 54.861 72521
## 241 19016 57.120 74850
## 242 19537 58.685 76968
## 243 20076 60.304 78580
## 244 20401 61.280 79622
## 245 21077 63.310 81624
## 246 21673 65.101 84313
## 247 22303 66.993 86744
## 248 22700 68.186 88657
## 249 23034 69.189 89427
## 250 23399 70.285 90191
## 251 23653 71.048 90417
## 252 24082 72.337 92239
## 253 24559 73.770 94682
## 254 25053 75.253 95991
## 255 25071 75.307 96009
## 256 25249 75.842 96369
## 257 25365 76.191 96192
## 258 25435 76.401 95071
## 259 25781 77.440 96125
## 260 25919 77.855 97200
## 261 25904 77.810 97820
## 262 25973 78.017 98027
## 263 26045 78.233 97811
## 264 25961 77.981 96835
## 265 25609 76.924 95082
## 266 25630 76.987 95280
## 267 25801 77.500 95910
## 268 26099 78.395 96810
## 269 26008 78.122 96525
## 270 25925 77.873 95684
## 271 25747 77.338 94559
## 272 25326 76.073 91979
## 273 25292 75.971 91541
## 274 25514 76.638 92158
## 275 25218 75.749 90633
## 276 24886 74.752 89577
## 277 24734 74.295 88250
## 278 24435 73.397 86780
## 279 23978 72.024 84373
## 280 23779 71.427 83494
## 281 23686 71.147 83675
## 282 23536 70.697 82358
## 283 23136 69.495 80874
## 284 22585 67.840 79242
## 285 22185 66.639 77387
## 286 21727 65.263 74807
## 287 21543 64.710 74161
## 288 21256 63.848 73886
## 289 20882 62.725 72525
## 290 20406 61.295 70722
## 291 19802 59.481 68918
## 292 19272 57.889 67124
## 293 18942 56.897 64834
## 294 18770 56.381 64381
## 295 18674 56.092 64486
## 296 18261 54.852 63506
## 297 17915 53.813 62392
## 298 17482 52.512 61093
## 299 17010 51.094 59459
## 300 17622 52.932 57938
## 301 18131 54.461 57494
## 302 18096 54.356 57618
## 303 17969 53.975 56985
## 304 17751 53.320 55892
## 305 17281 51.908 54564
## 306 17015 51.109 53356
## 307 16459 49.439 51835
## 308 16271 48.874 51502
## 309 16486 49.520 51723
## 310 16269 48.868 50595
## 311 15972 47.976 49315
## 312 15606 46.877 48405
## 313 15395 46.243 47452
## 314 14962 44.942 46396
## 315 14720 44.215 46112
## 316 14913 44.795 46378
## 317 14854 44.618 45821
## 318 14704 44.167 45006
## 319 14419 43.311 44195
## 320 12455 37.412 43513
## 321 12152 36.502 42764
## 322 12092 36.322 42511
## 323 12108 36.370 42623
## 324 11947 35.886 42290
## 325 11767 35.345 41982
## 326 11555 34.709 41356
## 327 11341 34.066 40944
## 328 11231 33.735 40175
## 329 11210 33.672 40471
## 330 11332 34.039 41348
## 331 11356 34.111 41730
## 332 11289 33.910 41810
## 333 11280 33.883 41717
## 334 11271 33.855 41632
## 335 11296 33.931 41371
## 336 11264 33.834 41871
## 337 11534 34.645 43285
## 338 11599 34.841 44008
## 339 11665 35.039 44369
## 340 11792 35.420 45095
## 341 11823 35.514 45157
## 342 11785 35.399 44825
## 343 11973 35.964 45373
## 344 12296 36.934 46834
## 345 12329 37.033 47702
## 346 12448 37.391 47900
## 347 12471 37.460 47297
## 348 12654 38.010 48189
## 349 12849 38.595 49069
## 350 13105 39.364 50165
## 351 13379 40.187 51812
## 352 13545 40.686 52643
## 353 13671 41.065 53310
## 354 13772 41.368 53586
## 355 13888 41.716 54392
## 356 13942 41.879 54572
## 357 14149 42.500 55670
## 358 14455 43.419 57447
## 359 14771 44.369 58938
## 360 14901 44.759 59721
## 361 14992 45.033 60371
## 362 15236 45.765 61162
## 363 15326 46.036 60921
## 364 15595 46.844 61722
## 365 15914 47.802 63084
## 366 15993 48.039 63244
## 367 15896 47.748 63229
## 368 15909 47.787 63105
## 369 15941 47.883 63090
## 370 15906 47.778 62004
## 371 15983 48.009 62545
## 372 16210 48.691 63764
## 373 16148 48.505 64086
## 374 16251 48.814 65048
## 375 16187 48.622 65661
## 376 16240 48.781 65821
## 377 16356 49.130 66446
## 378 16590 49.833 69732
## 379 17075 51.289 74692
## 380 17274 51.887 79671
## 381 17830 53.557 85514
## 382 18158 54.542 89961
## 383 18382 55.215 93776
## 384 18863 56.660 96560
## 385 19606 58.892 102693
## 386 20341 61.100 108779
## 387 21040 63.199 114863
## 388 21532 64.677 121478
## 389 22134 66.485 126993
## 390 22862 68.672 131875
## 391 23150 69.537 133605
## 392 23800 71.490 137280
## 393 24487 73.553 142248
## 394 25081 75.338 145833
## 395 25334 76.097 149706
## 396 25558 76.770 151017
## 397 25734 77.299 152057
## 398 25802 77.503 149526
## 399 25867 77.698 150021
## 400 26077 78.329 150910
## 401 26372 79.215 153236
## 402 26463 79.489 154540
## 403 26283 78.948 152940
## 404 26023 78.167 150246
## 405 25679 77.134 145688
## 406 25528 76.680 144778
## 407 25562 76.782 144759
## 408 25311 76.028 143297
## 409 25078 75.329 141699
## 410 24470 73.502 137501
## 411 24021 72.154 133317
## 412 23432 70.384 127040
## 413 23196 69.675 125814
## 414 22909 68.813 124054
## 415 22670 68.095 120532
## 416 21913 65.822 117188
## 417 21333 64.079 112670
## 418 20576 61.806 107685
## 419 19642 59.000 101694
## 420 19280 57.913 99087
## 421 18979 57.009 97280
## 422 18351 55.122 93609
## 423 17719 53.224 90123
## 424 17049 51.211 86057
## 425 16133 48.460 81534
## 426 15445 46.393 76857
## 427 14899 44.753 74367
## 428 14404 43.266 72121
## 429 13827 41.533 68741
## 430 13153 39.509 65255
## 431 12551 37.700 61872
## 432 11921 35.808 58668
## 433 11238 33.756 54817
## 434 10778 32.375 52978
## 435 10456 31.407 51326
## 436 10177 30.569 49434
## 437 9632 28.932 47085
## 438 9414 28.277 45811
## 439 8908 26.758 43438
## 440 8289 24.898 40665
## 441 7881 23.673 39329
## 442 7551 22.681 37884
## 443 7330 22.018 36224
## 444 6989 20.993 34724
## 445 6676 20.053 32908
## 446 6216 18.671 30705
## 447 5843 17.551 28535
## 448 5653 16.980 27719
## 449 5491 16.494 27074
## 450 5118 15.373 25787
## 451 4876 14.646 24767
## 452 4629 13.904 23718
## 453 4363 13.105 22390
## 454 4069 12.222 21088
## 455 3960 11.895 20389
## 456 3503 10.522 18511
## 457 3451 10.366 17935
## 458 3293 9.891 17396
## 459 3115 9.357 16502
## 460 3045 9.146 15631
## hosp_patients_per_million weekly_icu_admissions
## 1 329.480 NA
## 2 333.406 NA
## 3 336.449 NA
## 4 337.759 NA
## 5 336.765 NA
## 6 333.530 NA
## 7 337.627 NA
## 8 344.376 NA
## 9 353.024 NA
## 10 354.760 NA
## 11 349.257 NA
## 12 340.913 NA
## 13 346.995 NA
## 14 357.409 NA
## 15 364.730 NA
## 16 368.454 NA
## 17 372.230 NA
## 18 370.503 NA
## 19 363.615 NA
## 20 368.466 NA
## 21 377.258 NA
## 22 382.758 NA
## 23 387.060 NA
## 24 389.904 NA
## 25 386.943 NA
## 26 384.161 NA
## 27 379.755 NA
## 28 380.091 NA
## 29 383.398 NA
## 30 381.749 NA
## 31 380.232 NA
## 32 400.306 NA
## 33 371.837 NA
## 34 363.874 NA
## 35 362.960 NA
## 36 361.720 NA
## 37 358.599 NA
## 38 351.871 NA
## 39 342.730 NA
## 40 335.927 NA
## 41 324.786 NA
## 42 321.427 NA
## 43 319.205 NA
## 44 314.275 NA
## 45 308.379 NA
## 46 300.533 NA
## 47 288.695 NA
## 48 277.993 NA
## 49 274.659 NA
## 50 272.087 NA
## 51 267.347 NA
## 52 262.211 NA
## 53 254.131 NA
## 54 246.727 NA
## 55 237.637 NA
## 56 233.891 NA
## 57 230.900 NA
## 58 227.163 NA
## 59 218.852 NA
## 60 210.594 NA
## 61 202.872 NA
## 62 194.530 NA
## 63 190.139 NA
## 64 186.876 NA
## 65 184.744 NA
## 66 186.994 NA
## 67 175.147 NA
## 68 170.431 NA
## 69 163.411 NA
## 70 161.047 NA
## 71 159.278 NA
## 72 156.148 NA
## 73 153.087 NA
## 74 147.326 NA
## 75 141.865 NA
## 76 136.179 NA
## 77 134.791 NA
## 78 131.328 NA
## 79 128.111 NA
## 80 126.636 NA
## 81 120.679 NA
## 82 118.895 NA
## 83 114.765 NA
## 84 113.452 NA
## 85 113.203 NA
## 86 111.260 NA
## 87 110.136 NA
## 88 107.880 NA
## 89 107.078 NA
## 90 105.084 NA
## 91 103.369 NA
## 92 104.234 NA
## 93 103.861 NA
## 94 103.915 NA
## 95 102.441 NA
## 96 102.233 NA
## 97 99.767 NA
## 98 99.974 NA
## 99 101.353 NA
## 100 102.116 NA
## 101 103.234 NA
## 102 103.216 NA
## 103 104.033 NA
## 104 101.966 NA
## 105 103.522 NA
## 106 105.213 NA
## 107 106.387 NA
## 108 106.838 NA
## 109 106.847 NA
## 110 106.955 NA
## 111 105.718 NA
## 112 107.159 NA
## 113 110.010 NA
## 114 112.795 NA
## 115 113.398 NA
## 116 114.002 NA
## 117 113.711 NA
## 118 112.780 NA
## 119 114.411 NA
## 120 116.928 NA
## 121 117.751 NA
## 122 118.571 NA
## 123 117.712 NA
## 124 118.367 NA
## 125 117.183 NA
## 126 118.529 NA
## 127 120.788 NA
## 128 120.770 NA
## 129 120.304 NA
## 130 117.751 NA
## 131 115.831 NA
## 132 112.212 NA
## 133 111.539 NA
## 134 112.761 NA
## 135 111.761 NA
## 136 110.797 NA
## 137 108.100 NA
## 138 106.225 NA
## 139 102.143 NA
## 140 101.419 NA
## 141 102.020 NA
## 142 101.392 NA
## 143 100.173 NA
## 144 97.638 NA
## 145 95.616 NA
## 146 92.020 NA
## 147 90.576 NA
## 148 90.074 NA
## 149 88.557 NA
## 150 87.458 NA
## 151 84.628 NA
## 152 82.369 NA
## 153 78.651 NA
## 154 77.035 NA
## 155 76.785 NA
## 156 75.163 NA
## 157 74.881 NA
## 158 71.952 NA
## 159 70.279 NA
## 160 68.014 NA
## 161 67.420 NA
## 162 67.378 NA
## 163 66.344 NA
## 164 64.890 NA
## 165 63.247 NA
## 166 61.271 NA
## 167 58.495 NA
## 168 57.258 NA
## 169 56.104 NA
## 170 56.041 NA
## 171 54.329 NA
## 172 52.968 NA
## 173 50.974 NA
## 174 48.955 NA
## 175 48.021 NA
## 176 47.285 NA
## 177 46.949 NA
## 178 45.856 NA
## 179 44.570 NA
## 180 43.317 NA
## 181 41.873 NA
## 182 41.924 NA
## 183 41.839 NA
## 184 41.218 NA
## 185 40.539 NA
## 186 39.331 NA
## 187 38.613 NA
## 188 37.496 NA
## 189 37.556 NA
## 190 37.826 NA
## 191 37.664 NA
## 192 37.884 NA
## 193 37.238 NA
## 194 37.271 NA
## 195 36.760 NA
## 196 36.745 NA
## 197 37.577 NA
## 198 38.040 NA
## 199 38.692 NA
## 200 38.643 NA
## 201 39.758 NA
## 202 38.803 NA
## 203 39.412 NA
## 204 40.350 NA
## 205 41.975 NA
## 206 44.050 NA
## 207 45.279 NA
## 208 46.285 NA
## 209 47.189 NA
## 210 49.250 NA
## 211 52.055 NA
## 212 54.681 NA
## 213 57.327 NA
## 214 59.820 NA
## 215 62.701 NA
## 216 64.866 NA
## 217 67.777 NA
## 218 72.874 NA
## 219 77.197 NA
## 220 81.273 NA
## 221 85.923 NA
## 222 90.999 NA
## 223 94.526 NA
## 224 100.344 NA
## 225 107.379 NA
## 226 115.032 NA
## 227 121.599 NA
## 228 126.759 NA
## 229 133.791 NA
## 230 139.459 NA
## 231 145.797 NA
## 232 155.535 NA
## 233 163.615 NA
## 234 171.077 NA
## 235 178.986 NA
## 236 186.600 NA
## 237 190.872 NA
## 238 199.357 NA
## 239 209.777 NA
## 240 217.836 NA
## 241 224.832 NA
## 242 231.194 NA
## 243 236.036 NA
## 244 239.166 NA
## 245 245.180 NA
## 246 253.257 NA
## 247 260.559 NA
## 248 266.305 NA
## 249 268.618 NA
## 250 270.913 NA
## 251 271.592 NA
## 252 277.065 NA
## 253 284.403 NA
## 254 288.335 NA
## 255 288.389 NA
## 256 289.470 NA
## 257 288.939 NA
## 258 285.571 NA
## 259 288.737 NA
## 260 291.966 NA
## 261 293.829 NA
## 262 294.450 NA
## 263 293.802 NA
## 264 290.870 NA
## 265 285.604 NA
## 266 286.199 NA
## 267 288.091 NA
## 268 290.795 NA
## 269 289.939 NA
## 270 287.413 NA
## 271 284.033 NA
## 272 276.284 NA
## 273 274.968 NA
## 274 276.821 NA
## 275 272.241 NA
## 276 269.069 NA
## 277 265.083 NA
## 278 260.667 NA
## 279 253.437 NA
## 280 250.797 NA
## 281 251.340 NA
## 282 247.384 NA
## 283 242.927 NA
## 284 238.025 NA
## 285 232.453 NA
## 286 224.703 NA
## 287 222.763 NA
## 288 221.936 NA
## 289 217.848 NA
## 290 212.433 NA
## 291 207.014 NA
## 292 201.625 NA
## 293 194.746 NA
## 294 193.386 NA
## 295 193.701 NA
## 296 190.757 NA
## 297 187.411 NA
## 298 183.509 NA
## 299 178.601 NA
## 300 174.032 NA
## 301 172.699 NA
## 302 173.071 NA
## 303 171.170 NA
## 304 167.887 NA
## 305 163.898 NA
## 306 160.269 NA
## 307 155.700 NA
## 308 154.700 NA
## 309 155.364 NA
## 310 151.976 NA
## 311 148.131 NA
## 312 145.397 NA
## 313 142.535 NA
## 314 139.363 NA
## 315 138.510 NA
## 316 139.309 NA
## 317 137.636 NA
## 318 135.188 NA
## 319 132.752 NA
## 320 130.703 NA
## 321 128.453 NA
## 322 127.693 NA
## 323 128.030 NA
## 324 127.029 NA
## 325 126.104 NA
## 326 124.224 NA
## 327 122.986 NA
## 328 120.676 NA
## 329 121.566 NA
## 330 124.200 NA
## 331 125.347 NA
## 332 125.588 NA
## 333 125.308 NA
## 334 125.053 NA
## 335 124.269 NA
## 336 125.771 NA
## 337 130.018 NA
## 338 132.190 NA
## 339 133.274 NA
## 340 135.455 NA
## 341 135.641 NA
## 342 134.644 NA
## 343 136.290 NA
## 344 140.679 NA
## 345 143.286 NA
## 346 143.881 NA
## 347 142.069 NA
## 348 144.749 NA
## 349 147.392 NA
## 350 150.684 NA
## 351 155.631 NA
## 352 158.127 NA
## 353 160.131 NA
## 354 160.960 NA
## 355 163.381 NA
## 356 163.922 NA
## 357 167.220 NA
## 358 172.558 NA
## 359 177.036 NA
## 360 179.388 NA
## 361 181.341 NA
## 362 183.717 NA
## 363 182.993 NA
## 364 185.399 NA
## 365 189.490 NA
## 366 189.970 NA
## 367 189.925 NA
## 368 189.553 NA
## 369 189.508 NA
## 370 186.246 NA
## 371 187.871 NA
## 372 191.532 NA
## 373 192.500 NA
## 374 195.389 NA
## 375 197.230 NA
## 376 197.711 NA
## 377 199.588 NA
## 378 209.459 NA
## 379 224.358 NA
## 380 239.313 NA
## 381 256.864 NA
## 382 270.222 NA
## 383 281.681 NA
## 384 290.044 NA
## 385 308.466 NA
## 386 326.747 NA
## 387 345.022 NA
## 388 364.892 NA
## 389 381.458 NA
## 390 396.122 NA
## 391 401.319 NA
## 392 412.357 NA
## 393 427.280 NA
## 394 438.049 NA
## 395 449.682 NA
## 396 453.620 NA
## 397 456.744 NA
## 398 449.142 NA
## 399 450.628 NA
## 400 453.299 NA
## 401 460.286 NA
## 402 464.202 NA
## 403 459.396 NA
## 404 451.304 NA
## 405 437.613 NA
## 406 434.880 NA
## 407 434.823 NA
## 408 430.431 NA
## 409 425.631 NA
## 410 413.021 NA
## 411 400.453 NA
## 412 381.599 NA
## 413 377.916 NA
## 414 372.630 NA
## 415 362.050 NA
## 416 352.006 NA
## 417 338.435 NA
## 418 323.461 NA
## 419 305.465 NA
## 420 297.634 NA
## 421 292.207 NA
## 422 281.180 NA
## 423 270.709 NA
## 424 258.495 NA
## 425 244.909 NA
## 426 230.861 NA
## 427 223.381 NA
## 428 216.635 NA
## 429 206.482 NA
## 430 196.011 NA
## 431 185.849 NA
## 432 176.225 NA
## 433 164.658 NA
## 434 159.134 NA
## 435 154.171 NA
## 436 148.488 NA
## 437 141.432 NA
## 438 137.606 NA
## 439 130.478 NA
## 440 122.148 NA
## 441 118.135 NA
## 442 113.795 NA
## 443 108.809 NA
## 444 104.303 NA
## 445 98.848 NA
## 446 92.231 NA
## 447 85.713 NA
## 448 83.261 NA
## 449 81.324 NA
## 450 77.458 NA
## 451 74.394 NA
## 452 71.243 NA
## 453 67.254 NA
## 454 63.343 NA
## 455 61.244 NA
## 456 55.603 NA
## 457 53.873 NA
## 458 52.254 NA
## 459 49.568 NA
## 460 46.952 NA
## weekly_icu_admissions_per_million weekly_hosp_admissions
## 1 NA 102441
## 2 NA 103842
## 3 NA 104315
## 4 NA 104300
## 5 NA 104298
## 6 NA 104395
## 7 NA 104856
## 8 NA 105463
## 9 NA 106043
## 10 NA 106930
## 11 NA 107484
## 12 NA 106724
## 13 NA 104936
## 14 NA 106216
## 15 NA 106869
## 16 NA 106708
## 17 NA 107060
## 18 NA 108010
## 19 NA 109535
## 20 NA 111290
## 21 NA 112069
## 22 NA 112336
## 23 NA 113829
## 24 NA 114720
## 25 NA 115039
## 26 NA 116013
## 27 NA 117656
## 28 NA 116243
## 29 NA 115308
## 30 NA 113846
## 31 NA 112599
## 32 NA 111773
## 33 NA 111022
## 34 NA 109852
## 35 NA 108767
## 36 NA 107616
## 37 NA 105530
## 38 NA 103154
## 39 NA 100805
## 40 NA 98767
## 41 NA 96481
## 42 NA 94452
## 43 NA 92178
## 44 NA 90895
## 45 NA 89328
## 46 NA 87640
## 47 NA 84648
## 48 NA 82400
## 49 NA 80527
## 50 NA 79093
## 51 NA 76508
## 52 NA 74576
## 53 NA 73011
## 54 NA 71948
## 55 NA 70719
## 56 NA 69310
## 57 NA 67660
## 58 NA 66095
## 59 NA 64192
## 60 NA 61890
## 61 NA 59678
## 62 NA 57416
## 63 NA 55811
## 64 NA 54082
## 65 NA 51999
## 66 NA 50597
## 67 NA 49186
## 68 NA 47947
## 69 NA 47109
## 70 NA 46410
## 71 NA 46232
## 72 NA 45980
## 73 NA 45300
## 74 NA 44621
## 75 NA 43674
## 76 NA 42526
## 77 NA 41679
## 78 NA 40540
## 79 NA 39206
## 80 NA 38015
## 81 NA 37178
## 82 NA 36734
## 83 NA 36198
## 84 NA 35566
## 85 NA 35289
## 86 NA 34964
## 87 NA 34737
## 88 NA 34270
## 89 NA 34183
## 90 NA 33857
## 91 NA 33645
## 92 NA 33531
## 93 NA 33410
## 94 NA 33169
## 95 NA 33154
## 96 NA 32830
## 97 NA 32980
## 98 NA 32999
## 99 NA 33051
## 100 NA 33334
## 101 NA 33606
## 102 NA 33951
## 103 NA 34229
## 104 NA 34416
## 105 NA 34984
## 106 NA 35248
## 107 NA 35410
## 108 NA 35477
## 109 NA 35584
## 110 NA 35765
## 111 NA 36005
## 112 NA 36124
## 113 NA 36508
## 114 NA 37137
## 115 NA 37692
## 116 NA 38058
## 117 NA 38478
## 118 NA 38792
## 119 NA 39199
## 120 NA 39432
## 121 NA 39322
## 122 NA 39341
## 123 NA 39380
## 124 NA 39588
## 125 NA 39866
## 126 NA 39889
## 127 NA 39867
## 128 NA 39734
## 129 NA 39553
## 130 NA 39243
## 131 NA 38543
## 132 NA 37758
## 133 NA 37096
## 134 NA 36497
## 135 NA 35992
## 136 NA 35406
## 137 NA 34959
## 138 NA 34748
## 139 NA 34221
## 140 NA 33736
## 141 NA 33515
## 142 NA 32999
## 143 NA 32496
## 144 NA 31872
## 145 NA 31194
## 146 NA 30794
## 147 NA 30187
## 148 NA 29502
## 149 NA 28806
## 150 NA 28203
## 151 NA 27570
## 152 NA 26925
## 153 NA 26273
## 154 NA 25801
## 155 NA 25229
## 156 NA 24703
## 157 NA 24294
## 158 NA 23785
## 159 NA 23350
## 160 NA 23040
## 161 NA 22858
## 162 NA 22662
## 163 NA 22320
## 164 NA 21812
## 165 NA 21586
## 166 NA 21111
## 167 NA 20480
## 168 NA 19930
## 169 NA 19313
## 170 NA 18349
## 171 NA 17945
## 172 NA 17408
## 173 NA 17005
## 174 NA 16685
## 175 NA 16357
## 176 NA 16074
## 177 NA 16129
## 178 NA 15698
## 179 NA 15412
## 180 NA 15195
## 181 NA 14948
## 182 NA 14824
## 183 NA 14716
## 184 NA 14392
## 185 NA 14230
## 186 NA 13968
## 187 NA 13737
## 188 NA 13551
## 189 NA 13337
## 190 NA 13181
## 191 NA 13204
## 192 NA 13121
## 193 NA 13156
## 194 NA 13093
## 195 NA 13204
## 196 NA 13373
## 197 NA 13529
## 198 NA 13597
## 199 NA 13767
## 200 NA 13876
## 201 NA 14294
## 202 NA 14458
## 203 NA 14577
## 204 NA 14757
## 205 NA 14980
## 206 NA 15499
## 207 NA 16109
## 208 NA 16539
## 209 NA 17226
## 210 NA 17910
## 211 NA 18721
## 212 NA 19729
## 213 NA 20339
## 214 NA 21142
## 215 NA 22095
## 216 NA 23083
## 217 NA 24072
## 218 NA 25216
## 219 NA 26614
## 220 NA 28103
## 221 NA 29859
## 222 NA 31504
## 223 NA 33292
## 224 NA 35063
## 225 NA 36942
## 226 NA 39034
## 227 NA 41324
## 228 NA 43269
## 229 NA 45867
## 230 NA 48327
## 231 NA 50363
## 232 NA 52403
## 233 NA 54984
## 234 NA 57412
## 235 NA 60025
## 236 NA 62257
## 237 NA 64404
## 238 NA 66807
## 239 NA 69042
## 240 NA 71165
## 241 NA 73374
## 242 NA 75534
## 243 NA 77290
## 244 NA 78844
## 245 NA 79727
## 246 NA 80753
## 247 NA 82022
## 248 NA 83159
## 249 NA 83966
## 250 NA 84658
## 251 NA 85380
## 252 NA 86345
## 253 NA 86825
## 254 NA 87112
## 255 NA 87029
## 256 NA 87295
## 257 NA 87433
## 258 NA 87278
## 259 NA 86871
## 260 NA 86643
## 261 NA 86487
## 262 NA 86821
## 263 NA 86588
## 264 NA 85843
## 265 NA 85692
## 266 NA 85528
## 267 NA 85146
## 268 NA 83646
## 269 NA 83020
## 270 NA 82459
## 271 NA 82189
## 272 NA 81292
## 273 NA 80344
## 274 NA 79453
## 275 NA 79209
## 276 NA 77625
## 277 NA 76228
## 278 NA 74767
## 279 NA 73425
## 280 NA 72069
## 281 NA 70596
## 282 NA 69235
## 283 NA 68010
## 284 NA 66417
## 285 NA 65041
## 286 NA 63580
## 287 NA 62290
## 288 NA 60985
## 289 NA 59737
## 290 NA 58285
## 291 NA 56959
## 292 NA 55838
## 293 NA 54719
## 294 NA 53735
## 295 NA 52896
## 296 NA 51910
## 297 NA 51326
## 298 NA 50750
## 299 NA 50013
## 300 NA 49559
## 301 NA 49132
## 302 NA 48606
## 303 NA 47949
## 304 NA 47120
## 305 NA 46287
## 306 NA 45766
## 307 NA 45120
## 308 NA 44461
## 309 NA 43839
## 310 NA 43021
## 311 NA 42169
## 312 NA 41595
## 313 NA 40788
## 314 NA 40087
## 315 NA 39514
## 316 NA 39109
## 317 NA 38501
## 318 NA 38117
## 319 NA 37564
## 320 NA 37213
## 321 NA 36951
## 322 NA 36673
## 323 NA 36143
## 324 NA 36058
## 325 NA 35886
## 326 NA 35754
## 327 NA 35648
## 328 NA 35537
## 329 NA 35715
## 330 NA 36202
## 331 NA 36543
## 332 NA 36751
## 333 NA 37030
## 334 NA 37331
## 335 NA 37795
## 336 NA 38105
## 337 NA 38431
## 338 NA 39079
## 339 NA 39744
## 340 NA 40603
## 341 NA 41008
## 342 NA 41392
## 343 NA 41819
## 344 NA 42567
## 345 NA 43166
## 346 NA 43629
## 347 NA 43698
## 348 NA 43394
## 349 NA 44186
## 350 NA 44801
## 351 NA 45340
## 352 NA 45901
## 353 NA 46673
## 354 NA 47527
## 355 NA 49644
## 356 NA 50493
## 357 NA 51297
## 358 NA 51847
## 359 NA 52788
## 360 NA 53647
## 361 NA 54693
## 362 NA 55244
## 363 NA 55620
## 364 NA 56020
## 365 NA 55868
## 366 NA 55601
## 367 NA 55442
## 368 NA 55277
## 369 NA 55249
## 370 NA 55246
## 371 NA 55367
## 372 NA 55960
## 373 NA 56671
## 374 NA 57802
## 375 NA 59279
## 376 NA 60612
## 377 NA 61862
## 378 NA 64094
## 379 NA 67584
## 380 NA 72638
## 381 NA 78793
## 382 NA 85216
## 383 NA 92323
## 384 NA 98910
## 385 NA 105298
## 386 NA 111118
## 387 NA 116772
## 388 NA 122385
## 389 NA 127763
## 390 NA 132844
## 391 NA 138345
## 392 NA 141776
## 393 NA 144566
## 394 NA 147341
## 395 NA 149733
## 396 NA 151341
## 397 NA 152950
## 398 NA 154002
## 399 NA 153396
## 400 NA 151823
## 401 NA 151027
## 402 NA 149986
## 403 NA 148726
## 404 NA 146389
## 405 NA 143621
## 406 NA 141773
## 407 NA 140603
## 408 NA 139144
## 409 NA 136242
## 410 NA 132847
## 411 NA 129605
## 412 NA 126714
## 413 NA 123493
## 414 NA 119865
## 415 NA 115569
## 416 NA 111225
## 417 NA 107003
## 418 NA 101801
## 419 NA 97289
## 420 NA 94030
## 421 NA 90614
## 422 NA 86363
## 423 NA 82447
## 424 NA 78755
## 425 NA 75993
## 426 NA 72928
## 427 NA 69711
## 428 NA 66543
## 429 NA 62791
## 430 NA 59337
## 431 NA 56174
## 432 NA 53022
## 433 NA 49963
## 434 NA 47669
## 435 NA 45715
## 436 NA 43485
## 437 NA 41234
## 438 NA 39158
## 439 NA 37430
## 440 NA 35952
## 441 NA 34728
## 442 NA 33555
## 443 NA 32119
## 444 NA 30820
## 445 NA 29479
## 446 NA 28129
## 447 NA 26947
## 448 NA 25999
## 449 NA 25123
## 450 NA 23925
## 451 NA 22660
## 452 NA 21621
## 453 NA 20732
## 454 NA 19868
## 455 NA 19050
## 456 NA 17459
## 457 NA 16714
## 458 NA 15937
## 459 NA 15204
## 460 NA 14508
## weekly_hosp_admissions_per_million total_tests new_tests
## 1 307.709 228727482 1495152
## 2 311.917 230674655 1947173
## 3 313.338 232752259 2077604
## 4 313.293 234806464 2054205
## 5 313.287 236828943 2022479
## 6 313.578 238540669 1711726
## 7 314.963 239817911 1277242
## 8 316.786 241347629 1529718
## 9 318.529 243336633 1989004
## 10 321.193 245617137 2280504
## 11 322.857 247510228 1893091
## 12 320.574 248589043 1078815
## 13 315.204 249583621 994578
## 14 319.048 250533628 950007
## 15 321.010 251843657 1310029
## 16 320.526 253731017 1887360
## 17 321.584 255923368 2192351
## 18 324.437 257848671 1925303
## 19 329.018 259105885 1257214
## 20 334.289 260225387 1119502
## 21 336.629 261277406 1052019
## 22 337.431 262687671 1410265
## 23 341.916 264661953 1974282
## 24 344.592 267001355 2339402
## 25 345.551 269264279 2262924
## 26 348.476 271417176 2152897
## 27 353.411 273137850 1720674
## 28 349.167 274308714 1170864
## 29 346.359 275840357 1531643
## 30 341.967 277878564 2038207
## 31 338.221 279998451 2119887
## 32 335.740 282089645 2091194
## 33 333.484 284140121 2050476
## 34 329.970 285739180 1599059
## 35 326.711 286817721 1078541
## 36 323.254 288115039 1297318
## 37 316.988 289933305 1818266
## 38 309.851 292077696 2144391
## 39 302.795 294147059 2069363
## 40 296.673 296086656 1939597
## 41 289.807 297642640 1555984
## 42 283.712 298652607 1009967
## 43 276.881 299896332 1243725
## 44 273.028 301691236 1794904
## 45 268.321 303769246 2078010
## 46 263.250 305688771 1919525
## 47 254.263 307546270 1857499
## 48 247.511 308995168 1448898
## 49 241.885 309947215 952047
## 50 237.577 310985808 1038593
## 51 229.812 312627522 1641714
## 52 224.009 314506875 1879353
## 53 219.308 316446808 1939933
## 54 216.115 318286678 1839870
## 55 212.424 319625016 1338338
## 56 208.191 320457307 832291
## 57 203.235 321507970 1050663
## 58 198.534 323209865 1701895
## 59 192.818 324859558 1649693
## 60 185.903 326284657 1425099
## 61 179.259 327704394 1419737
## 62 172.464 328810048 1105654
## 63 167.643 329476340 666292
## 64 162.450 330278975 802635
## 65 156.193 331535941 1256966
## 66 151.982 333014294 1478353
## 67 147.743 334435100 1420806
## 68 144.022 335795347 1360247
## 69 141.505 336857129 1061782
## 70 139.405 337543159 686030
## 71 138.870 338589343 1046184
## 72 138.113 340243265 1653922
## 73 136.071 341941021 1697756
## 74 134.031 343560299 1619278
## 75 131.187 345044474 1484175
## 76 127.738 346123251 1078777
## 77 125.194 346759550 636299
## 78 121.773 347759150 999600
## 79 117.766 349377292 1618142
## 80 114.188 351122729 1745437
## 81 111.674 352682698 1559969
## 82 110.340 354119857 1437159
## 83 108.730 355189495 1069638
## 84 106.832 355801851 612356
## 85 106.000 356784008 982157
## 86 105.024 358330163 1546155
## 87 104.342 359952076 1621913
## 88 102.939 361457813 1505737
## 89 102.678 362861629 1403816
## 90 101.699 363889661 1028032
## 91 101.062 364470510 580849
## 92 100.719 365424727 954217
## 93 100.356 366929569 1504842
## 94 99.632 368552865 1623296
## 95 99.587 370032844 1479979
## 96 98.614 371381172 1348328
## 97 99.064 372372692 991520
## 98 99.121 372988128 615436
## 99 99.278 373967437 979309
## 100 100.128 375502985 1535548
## 101 100.945 377166047 1663062
## 102 101.981 378618529 1452482
## 103 102.816 379996576 1378047
## 104 103.378 380997380 1000804
## 105 105.084 381621942 624562
## 106 105.877 382634102 1012160
## 107 106.363 384170549 1536447
## 108 106.565 385755687 1585138
## 109 106.886 387202743 1447056
## 110 107.430 388550336 1347593
## 111 108.151 389522629 972293
## 112 108.508 390087827 565198
## 113 109.662 391039339 951512
## 114 111.551 392594888 1555549
## 115 113.218 394264968 1670080
## 116 114.317 395784057 1519089
## 117 115.579 397237541 1453484
## 118 116.522 398249873 1012332
## 119 117.745 398895700 645827
## 120 118.445 399952780 1057080
## 121 118.114 401566937 1614157
## 122 118.171 403243714 1676777
## 123 118.288 404729379 1485665
## 124 118.913 406186230 1456851
## 125 119.748 407195058 1008828
## 126 119.817 407808239 613181
## 127 119.751 408828702 1020463
## 128 119.352 410399859 1571157
## 129 118.808 412055671 1655812
## 130 117.877 413553974 1498303
## 131 115.774 414965829 1411855
## 132 113.416 415961233 995404
## 133 111.428 416551969 590736
## 134 109.629 417551292 999323
## 135 108.112 419126454 1575162
## 136 106.351 420707756 1581302
## 137 105.009 422128451 1420695
## 138 104.375 423444737 1316286
## 139 102.792 424349879 905142
## 140 101.335 424872828 522949
## 141 100.671 425770569 897741
## 142 99.121 427194159 1423590
## 143 97.610 428726112 1531953
## 144 95.736 430037379 1311267
## 145 93.700 431216448 1179069
## 146 92.498 432069750 853302
## 147 90.675 432554992 485242
## 148 88.617 433415554 860562
## 149 86.527 434752319 1336765
## 150 84.715 436097921 1345602
## 151 82.814 437294084 1196163
## 152 80.876 438381160 1087076
## 153 78.918 439169777 788617
## 154 77.500 439624377 454600
## 155 75.782 440423094 798717
## 156 74.202 441638277 1215183
## 157 72.974 442819318 1181041
## 158 71.445 443828620 1009302
## 159 70.138 444814897 986277
## 160 69.207 445525041 710144
## 161 68.660 445934101 409060
## 162 68.071 446647247 713146
## 163 67.044 447721852 1074605
## 164 65.518 448773519 1051667
## 165 64.839 449701652 928133
## 166 63.413 450540754 839102
## 167 61.517 451120725 579971
## 168 59.865 451481031 360306
## 169 58.012 451797557 316526
## 170 55.116 452507094 709537
## 171 53.903 453617441 1110347
## 172 52.290 454606803 989362
## 173 51.079 455476844 870041
## 174 50.118 456093829 616985
## 175 49.133 456462826 368997
## 176 48.283 457107592 644766
## 177 48.448 457993585 885993
## 178 47.153 458861326 867741
## 179 46.294 459646264 784938
## 180 45.642 460410717 764453
## 181 44.900 460968304 557587
## 182 44.528 461313993 345689
## 183 44.203 461911921 597928
## 184 43.230 462743892 831971
## 185 42.744 463537094 793202
## 186 41.957 464262332 725238
## 187 41.263 464956054 693722
## 188 40.704 465452969 496915
## 189 40.061 465786467 333498
## 190 39.593 466357429 570962
## 191 39.662 467139851 782422
## 192 39.412 467904401 764550
## 193 39.518 468598914 694513
## 194 39.328 469272326 673412
## 195 39.662 469765006 492680
## 196 40.169 470104014 339008
## 197 40.638 470656719 552705
## 198 40.842 471354199 697480
## 199 41.353 472032057 677858
## 200 41.680 472674398 642341
## 201 42.936 473274200 599802
## 202 43.428 473720799 446599
## 203 43.786 473981079 260280
## 204 44.327 474288001 306922
## 205 44.996 474879310 591309
## 206 46.555 475657304 777994
## 207 48.388 476382397 725093
## 208 49.679 477047765 665368
## 209 51.743 477535715 487950
## 210 53.798 477877689 341974
## 211 56.234 478465770 588081
## 212 59.261 479204581 738811
## 213 61.094 479963965 759384
## 214 63.506 480732142 768177
## 215 66.368 481456955 724813
## 216 69.336 481983278 526323
## 217 72.307 482380131 396853
## 218 75.743 483039158 659027
## 219 79.942 483940003 900845
## 220 84.415 484867948 927945
## 221 89.690 485784054 916106
## 222 94.631 486665364 881310
## 223 100.001 487319318 653954
## 224 105.321 487811107 491789
## 225 110.965 488596053 784946
## 226 117.249 489631065 1035012
## 227 124.128 490737877 1106812
## 228 129.970 491848060 1110183
## 229 137.774 492896736 1048676
## 230 145.163 493662481 765745
## 231 151.279 494230772 568291
## 232 157.407 495198240 967468
## 233 165.159 496464042 1265802
## 234 172.452 497786097 1322055
## 235 180.301 499167573 1381476
## 236 187.006 500504800 1337227
## 237 193.455 501510129 1005329
## 238 200.673 502225545 715416
## 239 207.386 503359375 1133830
## 240 213.763 504798714 1439339
## 241 220.399 506331139 1532425
## 242 226.887 507863603 1532464
## 243 232.161 509392672 1529069
## 244 236.829 510521519 1128847
## 245 239.481 511316571 795052
## 246 242.563 512597708 1281137
## 247 246.375 514204858 1607150
## 248 249.790 515910333 1705475
## 249 252.214 517561674 1651341
## 250 254.293 519106185 1544511
## 251 256.462 520282445 1176260
## 252 259.360 521121997 839552
## 253 260.802 522444083 1322086
## 254 261.664 524255370 1811287
## 255 261.415 526210457 1955087
## 256 262.214 528172355 1961898
## 257 262.629 530065049 1892694
## 258 262.163 531502582 1437533
## 259 260.940 532486838 984256
## 260 260.256 533946508 1459670
## 261 259.787 535919651 1973143
## 262 260.790 537958378 2038727
## 263 260.090 539929456 1971078
## 264 257.853 541797789 1868333
## 265 257.399 543159891 1362102
## 266 256.906 544153051 993160
## 267 255.759 544978216 825165
## 268 251.253 546384026 1405810
## 269 249.373 548428736 2044710
## 270 247.688 550497914 2069178
## 271 246.877 552566623 2068709
## 272 244.182 554101361 1534738
## 273 241.335 555087784 986423
## 274 238.658 556581302 1493518
## 275 237.926 558472008 1890706
## 276 233.168 560601409 2129401
## 277 228.971 562617083 2015674
## 278 224.583 564537469 1920386
## 279 220.552 565934005 1396536
## 280 216.479 566896338 962333
## 281 212.054 568286215 1389877
## 282 207.966 570216069 1929854
## 283 204.286 572282584 2066515
## 284 199.501 574282439 1999855
## 285 195.368 576201360 1918921
## 286 190.980 577557999 1356639
## 287 187.105 578437746 879747
## 288 183.185 579670256 1232510
## 289 179.436 581549609 1879353
## 290 175.075 583565556 2015947
## 291 171.092 585502243 1936687
## 292 167.724 587332027 1829784
## 293 164.363 588653353 1321326
## 294 161.408 589455725 802372
## 295 158.887 590732079 1276354
## 296 155.926 592579779 1847700
## 297 154.171 594560607 1980828
## 298 152.441 596464963 1904356
## 299 150.228 598253695 1788732
## 300 148.864 599492111 1238416
## 301 147.581 600218081 725970
## 302 146.001 601375417 1157336
## 303 144.028 603035409 1659992
## 304 141.538 604898256 1862847
## 305 139.035 606779694 1881438
## 306 137.470 608497396 1717702
## 307 135.530 609695295 1197899
## 308 133.551 610395857 700562
## 309 131.682 611629545 1233688
## 310 129.225 613349210 1719665
## 311 126.666 615232524 1883314
## 312 124.942 617072172 1839648
## 313 122.518 618689010 1616838
## 314 120.412 619792355 1103345
## 315 118.691 620426751 634396
## 316 117.474 621585144 1158393
## 317 115.648 623266788 1681644
## 318 114.495 625068921 1802133
## 319 112.834 626761188 1692267
## 320 111.779 628316344 1555156
## 321 110.992 629370571 1054227
## 322 110.157 629985762 615191
## 323 108.565 631045206 1059444
## 324 108.310 632685767 1640561
## 325 107.793 634580297 1894530
## 326 107.397 636335214 1754917
## 327 107.078 637928152 1592938
## 328 106.745 639042255 1114103
## 329 107.280 639875456 833201
## 330 108.742 641109730 1234274
## 331 109.767 642962337 1852607
## 332 110.392 644773519 1811182
## 333 111.230 646492252 1718733
## 334 112.134 647968640 1476388
## 335 113.527 649077063 1108423
## 336 114.459 649851152 774089
## 337 115.438 651099263 1248111
## 338 117.384 652936670 1837407
## 339 119.382 654880321 1943651
## 340 121.962 656756297 1875976
## 341 123.179 658407218 1650921
## 342 124.332 659539829 1132611
## 343 125.615 660298303 758474
## 344 127.861 661450277 1151974
## 345 129.661 663072487 1622210
## 346 131.051 664724045 1651558
## 347 131.259 665477732 753687
## 348 130.346 666239611 761879
## 349 132.725 667142161 902550
## 350 134.572 667958176 816015
## 351 136.191 669304125 1345949
## 352 137.876 671166250 1862125
## 353 140.195 673108404 1942154
## 354 142.760 675131823 2023419
## 355 149.119 677048380 1916557
## 356 151.669 678406550 1358170
## 357 154.084 679219360 812810
## 358 155.736 680490872 1271512
## 359 158.563 682415133 1924261
## 360 161.143 684445591 2030458
## 361 164.285 686345214 1899623
## 362 165.940 688185752 1840538
## 363 167.070 689482693 1296941
## 364 168.271 690287138 804445
## 365 167.815 691627836 1340698
## 366 167.013 693580256 1952420
## 367 166.535 695679737 2099481
## 368 166.039 697754747 2075010
## 369 165.955 699732063 1977316
## 370 165.946 701202233 1470170
## 371 166.310 702234586 1032353
## 372 168.091 703778569 1543983
## 373 170.227 705958060 2179491
## 374 173.624 708340618 2382558
## 375 178.060 710714254 2373636
## 376 182.064 712479163 1764909
## 377 185.819 713419726 940563
## 378 192.524 714381766 962040
## 379 203.007 716079428 1697662
## 380 218.188 718363674 2284246
## 381 236.676 720669809 2306135
## 382 255.969 722994931 2325122
## 383 277.317 724983910 1988979
## 384 297.103 726222443 1238533
## 385 316.291 727545062 1322619
## 386 333.773 729743892 2198830
## 387 350.756 732627004 2883112
## 388 367.616 735763677 3136673
## 389 383.771 738883375 3119698
## 390 399.033 741733354 2849979
## 391 415.556 743888065 2154711
## 392 425.862 745510401 1622336
## 393 434.243 747580631 2070230
## 394 442.578 750207794 2627163
## 395 449.763 753063315 2855521
## 396 454.593 756023270 2959955
## 397 459.426 758793310 2770040
## 398 462.586 760815595 2022285
## 399 460.766 762165336 1349741
## 400 456.041 763856354 1691018
## 401 453.650 766394939 2538585
## 402 450.523 769301148 2906209
## 403 446.739 772051036 2749888
## 404 439.719 774482698 2431662
## 405 431.404 776201136 1718438
## 406 425.853 777325780 1124644
## 407 422.339 778835182 1509402
## 408 417.956 780722117 1886935
## 409 409.240 782762475 2040358
## 410 399.042 784761322 1998847
## 411 389.303 786607523 1846201
## 412 380.620 787807159 1199636
## 413 370.944 788555297 748138
## 414 360.047 789789317 1234020
## 415 347.143 791553589 1764272
## 416 334.094 793435283 1881694
## 417 321.412 795027832 1592549
## 418 305.787 796502745 1474913
## 419 292.234 797616267 1113522
## 420 282.444 798242340 626073
## 421 272.184 799485977 1243637
## 422 259.415 801124726 1638749
## 423 247.652 802678606 1553880
## 424 236.562 804140716 1462110
## 425 228.265 805539034 1398318
## 426 219.059 806422115 883081
## 427 209.396 806919453 497338
## 428 199.880 807896983 977530
## 429 188.610 809450601 1553618
## 430 178.235 811080334 1629733
## 431 168.734 812586424 1506090
## 432 159.266 813944902 1358478
## 433 150.077 814834933 890031
## 434 143.187 815290002 455069
## 435 137.317 815999770 709768
## 436 130.619 817207904 1208134
## 437 123.857 818538412 1330508
## 438 117.622 819762564 1224152
## 439 112.431 820882130 1119566
## 440 107.992 821577407 695277
## 441 104.315 821996100 418693
## 442 100.791 822873707 877607
## 443 96.478 824135442 1261735
## 444 92.576 825359779 1224337
## 445 88.548 826551340 1191561
## 446 84.493 827605701 1054361
## 447 80.943 828260834 655133
## 448 78.095 828607545 346711
## 449 75.464 829381595 774050
## 450 71.865 830563977 1182382
## 451 68.065 831673943 1109966
## 452 64.944 832660042 986099
## 453 62.274 833631946 971904
## 454 59.679 834242936 610990
## 455 57.222 834585058 342122
## 456 52.443 836539209 1186605
## 457 50.205 837682716 1143507
## 458 47.871 838710634 1027918
## 459 45.669 839530710 820076
## 460 43.579 839971477 440767
## total_tests_per_thousand new_tests_per_thousand new_tests_smoothed
## 1 687.045 4.491 1821151
## 2 692.893 5.849 1825606
## 3 699.134 6.241 1818859
## 4 705.304 6.170 1800554
## 5 711.379 6.075 1795609
## 6 716.521 5.142 1794047
## 7 720.358 3.837 1797940
## 8 724.953 4.595 1802878
## 9 730.927 5.975 1808854
## 10 737.777 6.850 1837840
## 11 743.464 5.686 1814823
## 12 746.704 3.241 1680014
## 13 749.692 2.987 1577565
## 14 752.545 2.854 1530817
## 15 756.480 3.935 1499433
## 16 762.149 5.669 1484912
## 17 768.735 6.585 1472319
## 18 774.518 5.783 1476920
## 19 778.294 3.776 1502406
## 20 781.657 3.363 1520252
## 21 784.817 3.160 1534825
## 22 789.053 4.236 1549145
## 23 794.983 5.930 1561562
## 24 802.010 7.027 1582570
## 25 808.808 6.797 1630801
## 26 815.275 6.467 1758756
## 27 820.443 5.169 1844638
## 28 823.960 3.517 1861615
## 29 828.561 4.601 1878955
## 30 834.683 6.122 1888087
## 31 841.051 6.368 1856728
## 32 847.332 6.281 1832195
## 33 853.491 6.159 1817564
## 34 858.295 4.803 1800190
## 35 861.534 3.240 1787001
## 36 865.431 3.897 1753526
## 37 870.893 5.462 1722106
## 38 877.334 6.441 1725606
## 39 883.550 6.216 1722488
## 40 889.376 5.826 1706648
## 41 894.050 4.674 1700494
## 42 897.083 3.034 1690698
## 43 900.819 3.736 1683042
## 44 906.211 5.391 1679704
## 45 912.453 6.242 1670221
## 46 918.218 5.766 1648816
## 47 923.798 5.579 1637088
## 48 928.150 4.352 1621790
## 49 931.010 2.860 1613515
## 50 934.130 3.120 1584211
## 51 939.061 4.931 1562327
## 52 944.706 5.645 1533947
## 53 950.533 5.827 1536862
## 54 956.060 5.527 1534344
## 55 960.080 4.020 1518550
## 56 962.580 2.500 1501442
## 57 965.736 3.156 1503166
## 58 970.848 5.112 1511763
## 59 975.803 4.955 1478955
## 60 980.084 4.281 1405407
## 61 984.348 4.265 1345388
## 62 987.669 3.321 1312147
## 63 989.671 2.001 1288433
## 64 992.082 2.411 1253001
## 65 995.857 3.776 1189439
## 66 1000.298 4.441 1164962
## 67 1004.566 4.268 1164349
## 68 1008.652 4.086 1155850
## 69 1011.841 3.189 1149583
## 70 1013.902 2.061 1152403
## 71 1017.044 3.142 1187195
## 72 1022.012 4.968 1243903
## 73 1027.112 5.100 1275247
## 74 1031.976 4.864 1303600
## 75 1036.434 4.458 1321304
## 76 1039.674 3.240 1323732
## 77 1041.586 1.911 1316627
## 78 1044.588 3.003 1309972
## 79 1049.449 4.861 1304861
## 80 1054.692 5.243 1311673
## 81 1059.377 4.686 1303200
## 82 1063.694 4.317 1296483
## 83 1066.907 3.213 1295178
## 84 1068.747 1.839 1291757
## 85 1071.697 2.950 1289265
## 86 1076.341 4.644 1278982
## 87 1081.213 4.872 1261335
## 88 1085.736 4.523 1253588
## 89 1089.953 4.217 1248825
## 90 1093.041 3.088 1242881
## 91 1094.785 1.745 1238380
## 92 1097.651 2.866 1234388
## 93 1102.172 4.520 1228487
## 94 1107.048 4.876 1228684
## 95 1111.493 4.446 1225004
## 96 1115.543 4.050 1217078
## 97 1118.522 2.978 1211862
## 98 1120.370 1.849 1216803
## 99 1123.312 2.942 1220387
## 100 1127.924 4.612 1224774
## 101 1132.920 4.995 1230455
## 102 1137.283 4.363 1226526
## 103 1141.422 4.139 1230772
## 104 1144.428 3.006 1232098
## 105 1146.304 1.876 1233402
## 106 1149.344 3.040 1238095
## 107 1153.960 4.615 1238223
## 108 1158.721 4.761 1227091
## 109 1163.068 4.347 1226316
## 110 1167.115 4.048 1221966
## 111 1170.036 2.921 1217893
## 112 1171.734 1.698 1209412
## 113 1174.592 2.858 1200748
## 114 1179.264 4.673 1203477
## 115 1184.281 5.017 1215612
## 116 1188.844 4.563 1225902
## 117 1193.210 4.366 1241029
## 118 1196.251 3.041 1246749
## 119 1198.191 1.940 1258268
## 120 1201.366 3.175 1273349
## 121 1206.214 4.849 1281721
## 122 1211.251 5.037 1282678
## 123 1215.714 4.463 1277903
## 124 1220.090 4.376 1278384
## 125 1223.120 3.030 1277884
## 126 1224.962 1.842 1273220
## 127 1228.027 3.065 1267989
## 128 1232.746 4.719 1261846
## 129 1237.720 4.974 1258851
## 130 1242.221 4.501 1260656
## 131 1246.462 4.241 1254228
## 132 1249.451 2.990 1252311
## 133 1251.226 1.774 1249104
## 134 1254.228 3.002 1246084
## 135 1258.959 4.731 1246656
## 136 1263.709 4.750 1236012
## 137 1267.976 4.267 1224925
## 138 1271.930 3.954 1211273
## 139 1274.649 2.719 1198378
## 140 1276.220 1.571 1188694
## 141 1278.916 2.697 1174182
## 142 1283.193 4.276 1152529
## 143 1287.794 4.602 1145479
## 144 1291.733 3.939 1129847
## 145 1295.275 3.542 1110244
## 146 1297.838 2.563 1102839
## 147 1299.295 1.458 1097452
## 148 1301.880 2.585 1092141
## 149 1305.896 4.015 1079737
## 150 1309.937 4.042 1053116
## 151 1313.530 3.593 1036672
## 152 1316.796 3.265 1023530
## 153 1319.165 2.369 1014290
## 154 1320.530 1.366 1009912
## 155 1322.929 2.399 1001077
## 156 1326.579 3.650 983708
## 157 1330.127 3.548 960200
## 158 1333.159 3.032 933505
## 159 1336.121 2.963 919105
## 160 1338.254 2.133 907895
## 161 1339.483 1.229 901389
## 162 1341.625 2.142 889165
## 163 1344.853 3.228 869082
## 164 1348.012 3.159 850600
## 165 1350.800 2.788 839005
## 166 1353.320 2.520 817980
## 167 1355.062 1.742 799383
## 168 1356.145 1.082 792419
## 169 1357.096 0.951 735759
## 170 1359.227 2.131 683606
## 171 1362.562 3.335 691989
## 172 1365.534 2.972 700736
## 173 1368.147 2.613 705156
## 174 1370.001 1.853 710443
## 175 1371.109 1.108 711685
## 176 1373.046 1.937 758576
## 177 1375.707 2.661 783784
## 178 1378.313 2.606 749126
## 179 1380.671 2.358 719923
## 180 1382.967 2.296 704839
## 181 1384.642 1.675 696354
## 182 1385.681 1.038 693024
## 183 1387.477 1.796 686333
## 184 1389.976 2.499 678615
## 185 1392.358 2.383 667967
## 186 1394.537 2.178 659438
## 187 1396.621 2.084 649334
## 188 1398.113 1.493 640666
## 189 1399.115 1.002 638925
## 190 1400.830 1.715 635073
## 191 1403.180 2.350 627994
## 192 1405.477 2.297 623901
## 193 1407.563 2.086 619512
## 194 1409.586 2.023 616610
## 195 1411.066 1.480 616005
## 196 1412.084 1.018 616792
## 197 1413.744 1.660 614184
## 198 1415.839 2.095 602050
## 199 1417.875 2.036 589665
## 200 1419.805 1.929 582212
## 201 1421.606 1.802 571696
## 202 1422.948 1.341 565113
## 203 1423.730 0.782 553866
## 204 1424.652 0.922 518755
## 205 1426.428 1.776 503587
## 206 1428.765 2.337 517892
## 207 1430.943 2.178 529714
## 208 1432.941 1.999 539081
## 209 1434.407 1.466 544988
## 210 1435.434 1.027 556659
## 211 1437.201 1.766 596824
## 212 1439.420 2.219 617896
## 213 1441.701 2.281 615237
## 214 1444.008 2.307 621392
## 215 1446.186 2.177 629884
## 216 1447.766 1.581 635366
## 217 1448.959 1.192 643206
## 218 1450.938 1.980 653341
## 219 1453.644 2.706 676489
## 220 1456.431 2.787 700569
## 221 1459.183 2.752 721702
## 222 1461.830 2.647 744058
## 223 1463.795 1.964 762291
## 224 1465.272 1.477 775854
## 225 1467.630 2.358 793842
## 226 1470.739 3.109 813009
## 227 1474.063 3.325 838561
## 228 1477.398 3.335 866287
## 229 1480.548 3.150 890196
## 230 1482.848 2.300 906166
## 231 1484.555 1.707 917095
## 232 1487.461 2.906 943170
## 233 1491.263 3.802 976140
## 234 1495.234 3.971 1006889
## 235 1499.384 4.150 1045645
## 236 1503.401 4.017 1086866
## 237 1506.421 3.020 1121093
## 238 1508.570 2.149 1142110
## 239 1511.975 3.406 1165876
## 240 1516.299 4.323 1190667
## 241 1520.902 4.603 1220720
## 242 1525.505 4.603 1242290
## 243 1530.098 4.593 1269696
## 244 1533.489 3.391 1287341
## 245 1535.877 2.388 1298718
## 246 1539.725 3.848 1319762
## 247 1544.553 4.828 1343735
## 248 1549.675 5.123 1368456
## 249 1554.636 4.960 1385439
## 250 1559.275 4.639 1387645
## 251 1562.808 3.533 1394418
## 252 1565.330 2.522 1400775
## 253 1569.301 3.971 1406625
## 254 1574.742 5.441 1435787
## 255 1580.615 5.873 1471446
## 256 1586.508 5.893 1515812
## 257 1592.193 5.685 1565552
## 258 1596.511 4.318 1602877
## 259 1599.467 2.956 1623549
## 260 1603.852 4.385 1643204
## 261 1609.779 5.927 1666326
## 262 1615.903 6.124 1678274
## 263 1621.823 5.921 1679586
## 264 1627.435 5.612 1676106
## 265 1631.527 4.091 1665330
## 266 1634.510 2.983 1666602
## 267 1636.989 2.479 1575958
## 268 1641.211 4.223 1494911
## 269 1647.353 6.142 1495765
## 270 1653.569 6.215 1509780
## 271 1659.783 6.214 1538405
## 272 1664.393 4.610 1563067
## 273 1667.356 2.963 1562105
## 274 1671.842 4.486 1657584
## 275 1677.521 5.679 1726855
## 276 1683.917 6.396 1738953
## 277 1689.972 6.055 1731310
## 278 1695.740 5.768 1710121
## 279 1699.935 4.195 1690378
## 280 1702.826 2.891 1686936
## 281 1707.001 4.175 1672130
## 282 1712.797 5.797 1677723
## 283 1719.005 6.207 1668739
## 284 1725.012 6.007 1666479
## 285 1730.776 5.764 1666270
## 286 1734.851 4.075 1660571
## 287 1737.493 2.643 1648773
## 288 1741.196 3.702 1626292
## 289 1746.841 5.645 1619077
## 290 1752.896 6.055 1611853
## 291 1758.714 5.817 1602829
## 292 1764.210 5.496 1590095
## 293 1768.179 3.969 1585051
## 294 1770.589 2.410 1573997
## 295 1774.423 3.834 1580260
## 296 1779.973 5.550 1575739
## 297 1785.923 5.950 1570722
## 298 1791.643 5.720 1566103
## 299 1797.016 5.373 1560238
## 300 1800.736 3.720 1548394
## 301 1802.917 2.181 1537479
## 302 1806.393 3.476 1520477
## 303 1811.379 4.986 1493661
## 304 1816.975 5.596 1476807
## 305 1822.626 5.651 1473533
## 306 1827.786 5.160 1463386
## 307 1831.384 3.598 1457598
## 308 1833.488 2.104 1453968
## 309 1837.194 3.706 1464875
## 310 1842.359 5.165 1473400
## 311 1848.016 5.657 1476324
## 312 1853.542 5.526 1470354
## 313 1858.399 4.857 1455945
## 314 1861.713 3.314 1442437
## 315 1863.619 1.906 1432985
## 316 1867.098 3.480 1422228
## 317 1872.149 5.051 1416797
## 318 1877.563 5.413 1405200
## 319 1882.646 5.083 1384145
## 320 1887.317 4.671 1375333
## 321 1890.484 3.167 1368317
## 322 1892.332 1.848 1365573
## 323 1895.514 3.182 1351437
## 324 1900.442 4.928 1345568
## 325 1906.133 5.691 1358768
## 326 1911.404 5.271 1367718
## 327 1916.189 4.785 1373115
## 328 1919.535 3.347 1381669
## 329 1922.038 2.503 1412813
## 330 1925.746 3.707 1437789
## 331 1931.310 5.565 1468081
## 332 1936.751 5.440 1456175
## 333 1941.913 5.163 1451005
## 334 1946.348 4.435 1434355
## 335 1949.678 3.329 1433544
## 336 1952.003 2.325 1425099
## 337 1955.752 3.749 1427076
## 338 1961.271 5.519 1424905
## 339 1967.109 5.838 1443829
## 340 1972.744 5.635 1466292
## 341 1977.703 4.959 1491225
## 342 1981.105 3.402 1494681
## 343 1983.384 2.278 1492450
## 344 1986.844 3.460 1478716
## 345 1991.717 4.873 1447974
## 346 1996.678 4.961 1406246
## 347 1998.941 2.264 1245919
## 348 2001.230 2.289 1118913
## 349 2003.941 2.711 1086047
## 350 2006.392 2.451 1094268
## 351 2010.435 4.043 1121978
## 352 2016.028 5.593 1156252
## 353 2021.862 5.834 1197766
## 354 2027.940 6.078 1379156
## 355 2033.697 5.757 1544110
## 356 2037.777 4.080 1609198
## 357 2040.218 2.441 1608741
## 358 2044.037 3.819 1598107
## 359 2049.817 5.780 1606983
## 360 2055.916 6.099 1619598
## 361 2061.623 5.706 1601913
## 362 2067.151 5.529 1591053
## 363 2071.047 3.896 1582306
## 364 2073.463 2.416 1581111
## 365 2077.490 4.027 1590995
## 366 2083.355 5.865 1595018
## 367 2089.661 6.306 1604878
## 368 2095.894 6.233 1629933
## 369 2101.834 5.939 1649473
## 370 2106.250 4.416 1674220
## 371 2109.351 3.101 1706778
## 372 2113.988 4.638 1735819
## 373 2120.535 6.547 1768258
## 374 2127.692 7.157 1808697
## 375 2134.821 7.130 1851358
## 376 2140.123 5.301 1821014
## 377 2142.948 2.825 1745356
## 378 2145.838 2.890 1735311
## 379 2150.937 5.099 1757266
## 380 2157.799 6.861 1772231
## 381 2164.726 6.927 1761313
## 382 2171.710 6.984 1754382
## 383 2177.684 5.974 1786392
## 384 2181.405 3.720 1828960
## 385 2185.377 3.973 1880471
## 386 2191.982 6.605 1952066
## 387 2200.642 8.660 2037619
## 388 2210.064 9.422 2156267
## 389 2219.435 9.371 2269778
## 390 2227.996 8.561 2392778
## 391 2234.468 6.472 2523660
## 392 2239.341 4.873 2566477
## 393 2245.560 6.218 2548106
## 394 2253.451 7.891 2511541
## 395 2262.028 8.577 2471377
## 396 2270.919 8.891 2448556
## 397 2279.240 8.321 2437137
## 398 2285.314 6.074 2418219
## 399 2289.369 4.054 2379276
## 400 2294.448 5.079 2325103
## 401 2302.073 7.625 2312449
## 402 2310.803 8.730 2319690
## 403 2319.063 8.260 2289681
## 404 2326.367 7.304 2241341
## 405 2331.529 5.162 2197934
## 406 2334.907 3.378 2165778
## 407 2339.441 4.534 2139833
## 408 2345.109 5.668 2046740
## 409 2351.238 6.129 1923047
## 410 2357.242 6.004 1815755
## 411 2362.787 5.546 1732118
## 412 2366.391 3.603 1658003
## 413 2368.638 2.247 1604217
## 414 2372.345 3.707 1564876
## 415 2377.644 5.299 1547353
## 416 2383.296 5.652 1524687
## 417 2388.080 4.784 1466644
## 418 2392.510 4.430 1413603
## 419 2395.855 3.345 1401301
## 420 2397.736 1.881 1383863
## 421 2401.471 3.736 1385237
## 422 2406.394 4.922 1367305
## 423 2411.061 4.667 1320475
## 424 2415.453 4.392 1301841
## 425 2419.653 4.200 1290898
## 426 2422.306 2.653 1257978
## 427 2423.800 1.494 1239588
## 428 2426.736 2.936 1201572
## 429 2431.403 4.667 1189411
## 430 2436.298 4.895 1200247
## 431 2440.822 4.524 1206530
## 432 2444.903 4.081 1200838
## 433 2447.576 2.673 1201831
## 434 2448.943 1.367 1195793
## 435 2451.075 2.132 1157541
## 436 2454.704 3.629 1108186
## 437 2458.700 3.997 1065440
## 438 2462.377 3.677 1025163
## 439 2465.740 3.363 991033
## 440 2467.829 2.088 963211
## 441 2469.086 1.258 958014
## 442 2471.723 2.636 981991
## 443 2475.513 3.790 989648
## 444 2479.190 3.678 974481
## 445 2482.769 3.579 969825
## 446 2485.936 3.167 960510
## 447 2487.904 1.968 954775
## 448 2488.946 1.041 944492
## 449 2491.271 2.325 929698
## 450 2494.822 3.552 918362
## 451 2498.156 3.334 902023
## 452 2501.118 2.962 872672
## 453 2504.038 2.919 860892
## 454 2505.873 1.835 854586
## 455 2506.901 1.028 853930
## 456 2512.771 3.564 853605
## 457 2516.205 3.435 858396
## 458 2519.293 3.088 864370
## 459 2521.756 2.463 842681
## 460 2523.080 1.324 818363
## new_tests_smoothed_per_thousand positive_rate tests_per_case
## 1 5.470 0.119 8.4
## 2 5.484 0.120 8.3
## 3 5.463 0.119 8.4
## 4 5.408 0.120 8.3
## 5 5.394 0.120 8.3
## 6 5.389 0.120 8.3
## 7 5.401 0.119 8.4
## 8 5.415 0.119 8.4
## 9 5.433 0.118 8.5
## 10 5.520 0.117 8.5
## 11 5.451 0.117 8.5
## 12 5.046 0.119 8.4
## 13 4.739 0.122 8.2
## 14 4.598 0.124 8.1
## 15 4.504 0.128 7.8
## 16 4.460 0.134 7.5
## 17 4.423 0.140 7.1
## 18 4.436 0.146 6.8
## 19 4.513 0.149 6.7
## 20 4.566 0.150 6.7
## 21 4.610 0.150 6.7
## 22 4.653 0.150 6.7
## 23 4.691 0.149 6.7
## 24 4.754 0.147 6.8
## 25 4.899 0.144 6.9
## 26 5.283 0.140 7.1
## 27 5.541 0.137 7.3
## 28 5.592 0.135 7.4
## 29 5.644 0.132 7.6
## 30 5.671 0.128 7.8
## 31 5.577 0.124 8.1
## 32 5.503 0.120 8.3
## 33 5.460 0.117 8.5
## 34 5.407 0.115 8.7
## 35 5.368 0.114 8.8
## 36 5.267 0.112 8.9
## 37 5.173 0.110 9.1
## 38 5.183 0.107 9.3
## 39 5.174 0.104 9.6
## 40 5.126 0.101 9.9
## 41 5.108 0.099 10.1
## 42 5.078 0.098 10.2
## 43 5.055 0.097 10.3
## 44 5.045 0.095 10.5
## 45 5.017 0.092 10.9
## 46 4.953 0.090 11.1
## 47 4.917 0.089 11.2
## 48 4.871 0.087 11.5
## 49 4.847 0.085 11.8
## 50 4.759 0.084 11.9
## 51 4.693 0.082 12.2
## 52 4.608 0.079 12.7
## 53 4.616 0.077 13.0
## 54 4.609 0.075 13.3
## 55 4.561 0.073 13.7
## 56 4.510 0.073 13.7
## 57 4.515 0.071 14.1
## 58 4.541 0.069 14.5
## 59 4.442 0.067 14.9
## 60 4.222 0.066 15.2
## 61 4.041 0.065 15.4
## 62 3.941 0.064 15.6
## 63 3.870 0.062 16.1
## 64 3.764 0.061 16.4
## 65 3.573 0.060 16.7
## 66 3.499 0.058 17.2
## 67 3.497 0.057 17.5
## 68 3.472 0.054 18.5
## 69 3.453 0.053 18.9
## 70 3.462 0.053 18.9
## 71 3.566 0.053 18.9
## 72 3.736 0.051 19.6
## 73 3.831 0.050 20.0
## 74 3.916 0.049 20.4
## 75 3.969 0.049 20.4
## 76 3.976 0.048 20.8
## 77 3.955 0.047 21.3
## 78 3.935 0.046 21.7
## 79 3.920 0.045 22.2
## 80 3.940 0.044 22.7
## 81 3.915 0.043 23.3
## 82 3.894 0.042 23.8
## 83 3.890 0.042 23.8
## 84 3.880 0.042 23.8
## 85 3.873 0.042 23.8
## 86 3.842 0.041 24.4
## 87 3.789 0.041 24.4
## 88 3.765 0.041 24.4
## 89 3.751 0.042 23.8
## 90 3.733 0.042 23.8
## 91 3.720 0.042 23.8
## 92 3.708 0.042 23.8
## 93 3.690 0.043 23.3
## 94 3.691 0.043 23.3
## 95 3.680 0.043 23.3
## 96 3.656 0.044 22.7
## 97 3.640 0.044 22.7
## 98 3.655 0.044 22.7
## 99 3.666 0.044 22.7
## 100 3.679 0.045 22.2
## 101 3.696 0.046 21.7
## 102 3.684 0.047 21.3
## 103 3.697 0.048 20.8
## 104 3.701 0.049 20.4
## 105 3.705 0.050 20.0
## 106 3.719 0.051 19.6
## 107 3.719 0.052 19.2
## 108 3.686 0.053 18.9
## 109 3.684 0.053 18.9
## 110 3.671 0.053 18.9
## 111 3.658 0.054 18.5
## 112 3.633 0.054 18.5
## 113 3.607 0.054 18.5
## 114 3.615 0.054 18.5
## 115 3.651 0.054 18.5
## 116 3.682 0.055 18.2
## 117 3.728 0.054 18.5
## 118 3.745 0.055 18.2
## 119 3.780 0.055 18.2
## 120 3.825 0.055 18.2
## 121 3.850 0.055 18.2
## 122 3.853 0.054 18.5
## 123 3.839 0.054 18.5
## 124 3.840 0.054 18.5
## 125 3.838 0.053 18.9
## 126 3.824 0.052 19.2
## 127 3.809 0.052 19.2
## 128 3.790 0.051 19.6
## 129 3.781 0.050 20.0
## 130 3.787 0.049 20.4
## 131 3.767 0.048 20.8
## 132 3.762 0.047 21.3
## 133 3.752 0.046 21.7
## 134 3.743 0.045 22.2
## 135 3.745 0.044 22.7
## 136 3.713 0.044 22.7
## 137 3.679 0.043 23.3
## 138 3.638 0.043 23.3
## 139 3.600 0.043 23.3
## 140 3.571 0.042 23.8
## 141 3.527 0.042 23.8
## 142 3.462 0.041 24.4
## 143 3.441 0.040 25.0
## 144 3.394 0.039 25.6
## 145 3.335 0.038 26.3
## 146 3.313 0.037 27.0
## 147 3.296 0.036 27.8
## 148 3.281 0.035 28.6
## 149 3.243 0.034 29.4
## 150 3.163 0.034 29.4
## 151 3.114 0.033 30.3
## 152 3.074 0.032 31.2
## 153 3.047 0.031 32.3
## 154 3.034 0.031 32.3
## 155 3.007 0.030 33.3
## 156 2.955 0.030 33.3
## 157 2.884 0.029 34.5
## 158 2.804 0.029 34.5
## 159 2.761 0.028 35.7
## 160 2.727 0.027 37.0
## 161 2.708 0.027 37.0
## 162 2.671 0.027 37.0
## 163 2.611 0.026 38.5
## 164 2.555 0.025 40.0
## 165 2.520 0.025 40.0
## 166 2.457 0.024 41.7
## 167 2.401 0.024 41.7
## 168 2.380 0.023 43.5
## 169 2.210 0.023 43.5
## 170 2.053 0.023 43.5
## 171 2.079 0.022 45.5
## 172 2.105 0.021 47.6
## 173 2.118 0.020 50.0
## 174 2.134 0.020 50.0
## 175 2.138 0.019 52.6
## 176 2.279 0.019 52.6
## 177 2.354 0.018 55.6
## 178 2.250 0.018 55.6
## 179 2.162 0.018 55.6
## 180 2.117 0.018 55.6
## 181 2.092 0.018 55.6
## 182 2.082 0.018 55.6
## 183 2.062 0.017 58.8
## 184 2.038 0.017 58.8
## 185 2.006 0.017 58.8
## 186 1.981 0.017 58.8
## 187 1.950 0.018 55.6
## 188 1.924 0.018 55.6
## 189 1.919 0.018 55.6
## 190 1.908 0.018 55.6
## 191 1.886 0.019 52.6
## 192 1.874 0.019 52.6
## 193 1.861 0.019 52.6
## 194 1.852 0.020 50.0
## 195 1.850 0.020 50.0
## 196 1.853 0.020 50.0
## 197 1.845 0.021 47.6
## 198 1.808 0.022 45.5
## 199 1.771 0.024 41.7
## 200 1.749 0.025 40.0
## 201 1.717 0.026 38.5
## 202 1.697 0.027 37.0
## 203 1.664 0.028 35.7
## 204 1.558 0.029 34.5
## 205 1.513 0.031 32.3
## 206 1.556 0.033 30.3
## 207 1.591 0.035 28.6
## 208 1.619 0.037 27.0
## 209 1.637 0.039 25.6
## 210 1.672 0.041 24.4
## 211 1.793 0.043 23.3
## 212 1.856 0.045 22.2
## 213 1.848 0.048 20.8
## 214 1.867 0.051 19.6
## 215 1.892 0.054 18.5
## 216 1.908 0.056 17.9
## 217 1.932 0.058 17.2
## 218 1.962 0.061 16.4
## 219 2.032 0.064 15.6
## 220 2.104 0.068 14.7
## 221 2.168 0.071 14.1
## 222 2.235 0.074 13.5
## 223 2.290 0.077 13.0
## 224 2.330 0.079 12.7
## 225 2.385 0.083 12.0
## 226 2.442 0.086 11.6
## 227 2.519 0.090 11.1
## 228 2.602 0.093 10.8
## 229 2.674 0.096 10.4
## 230 2.722 0.098 10.2
## 231 2.755 0.099 10.1
## 232 2.833 0.101 9.9
## 233 2.932 0.102 9.8
## 234 3.024 0.103 9.7
## 235 3.141 0.103 9.7
## 236 3.265 0.103 9.7
## 237 3.368 0.103 9.7
## 238 3.431 0.103 9.7
## 239 3.502 0.104 9.6
## 240 3.576 0.104 9.6
## 241 3.667 0.105 9.5
## 242 3.732 0.105 9.5
## 243 3.814 0.105 9.5
## 244 3.867 0.105 9.5
## 245 3.901 0.105 9.5
## 246 3.964 0.105 9.5
## 247 4.036 0.104 9.6
## 248 4.111 0.104 9.6
## 249 4.162 0.103 9.7
## 250 4.168 0.103 9.7
## 251 4.189 0.103 9.7
## 252 4.208 0.103 9.7
## 253 4.225 0.104 9.6
## 254 4.313 0.103 9.7
## 255 4.420 0.102 9.8
## 256 4.553 0.101 9.9
## 257 4.703 0.100 10.0
## 258 4.815 0.099 10.1
## 259 4.877 0.098 10.2
## 260 4.936 0.097 10.3
## 261 5.005 0.096 10.4
## 262 5.041 0.095 10.5
## 263 5.045 0.094 10.6
## 264 5.035 0.093 10.8
## 265 5.002 0.094 10.6
## 266 5.006 0.094 10.6
## 267 4.734 0.093 10.8
## 268 4.490 0.094 10.6
## 269 4.493 0.093 10.8
## 270 4.535 0.092 10.9
## 271 4.621 0.090 11.1
## 272 4.695 0.088 11.4
## 273 4.692 0.088 11.4
## 274 4.979 0.087 11.5
## 275 5.187 0.084 11.9
## 276 5.223 0.082 12.2
## 277 5.200 0.081 12.3
## 278 5.137 0.079 12.7
## 279 5.078 0.079 12.7
## 280 5.067 0.078 12.8
## 281 5.023 0.076 13.2
## 282 5.039 0.074 13.5
## 283 5.013 0.073 13.7
## 284 5.006 0.071 14.1
## 285 5.005 0.069 14.5
## 286 4.988 0.069 14.5
## 287 4.953 0.068 14.7
## 288 4.885 0.067 14.9
## 289 4.863 0.067 14.9
## 290 4.842 0.066 15.2
## 291 4.815 0.065 15.4
## 292 4.776 0.064 15.6
## 293 4.761 0.063 15.9
## 294 4.728 0.063 15.9
## 295 4.747 0.062 16.1
## 296 4.733 0.061 16.4
## 297 4.718 0.060 16.7
## 298 4.704 0.059 16.9
## 299 4.687 0.058 17.2
## 300 4.651 0.058 17.2
## 301 4.618 0.058 17.2
## 302 4.567 0.058 17.2
## 303 4.487 0.057 17.5
## 304 4.436 0.057 17.5
## 305 4.426 0.056 17.9
## 306 4.396 0.055 18.2
## 307 4.378 0.054 18.5
## 308 4.367 0.053 18.9
## 309 4.400 0.052 19.2
## 310 4.426 0.051 19.6
## 311 4.435 0.050 20.0
## 312 4.417 0.050 20.0
## 313 4.373 0.050 20.0
## 314 4.333 0.050 20.0
## 315 4.304 0.050 20.0
## 316 4.272 0.050 20.0
## 317 4.256 0.050 20.0
## 318 4.221 0.050 20.0
## 319 4.158 0.050 20.0
## 320 4.131 0.050 20.0
## 321 4.110 0.050 20.0
## 322 4.102 0.050 20.0
## 323 4.059 0.050 20.0
## 324 4.042 0.051 19.6
## 325 4.081 0.051 19.6
## 326 4.108 0.052 19.2
## 327 4.125 0.052 19.2
## 328 4.150 0.053 18.9
## 329 4.244 0.053 18.9
## 330 4.319 0.053 18.9
## 331 4.410 0.054 18.5
## 332 4.374 0.055 18.2
## 333 4.358 0.056 17.9
## 334 4.308 0.058 17.2
## 335 4.306 0.058 17.2
## 336 4.281 0.059 16.9
## 337 4.287 0.060 16.7
## 338 4.280 0.060 16.7
## 339 4.337 0.061 16.4
## 340 4.404 0.061 16.4
## 341 4.479 0.061 16.4
## 342 4.490 0.062 16.1
## 343 4.483 0.063 15.9
## 344 4.442 0.063 15.9
## 345 4.349 0.065 15.4
## 346 4.224 0.066 15.2
## 347 3.742 0.069 14.5
## 348 3.361 0.072 13.9
## 349 3.262 0.074 13.5
## 350 3.287 0.075 13.3
## 351 3.370 0.076 13.2
## 352 3.473 0.078 12.8
## 353 3.598 0.079 12.7
## 354 4.143 0.076 13.2
## 355 4.638 0.074 13.5
## 356 4.834 0.073 13.7
## 357 4.832 0.074 13.5
## 358 4.800 0.074 13.5
## 359 4.827 0.073 13.7
## 360 4.865 0.072 13.9
## 361 4.812 0.071 14.1
## 362 4.779 0.071 14.1
## 363 4.753 0.071 14.1
## 364 4.749 0.071 14.1
## 365 4.779 0.072 13.9
## 366 4.791 0.074 13.5
## 367 4.821 0.077 13.0
## 368 4.896 0.081 12.3
## 369 4.955 0.085 11.8
## 370 5.029 0.089 11.2
## 371 5.127 0.093 10.8
## 372 5.214 0.099 10.1
## 373 5.311 0.110 9.1
## 374 5.433 0.123 8.1
## 375 5.561 0.135 7.4
## 376 5.470 0.148 6.8
## 377 5.243 0.157 6.4
## 378 5.212 0.165 6.1
## 379 5.278 0.181 5.5
## 380 5.323 0.202 5.0
## 381 5.291 0.225 4.4
## 382 5.270 0.246 4.1
## 383 5.366 0.260 3.8
## 384 5.494 0.268 3.7
## 385 5.649 0.274 3.6
## 386 5.864 0.281 3.6
## 387 6.121 0.288 3.5
## 388 6.477 0.292 3.4
## 389 6.818 0.294 3.4
## 390 7.187 0.295 3.4
## 391 7.580 0.294 3.4
## 392 7.709 0.293 3.4
## 393 7.654 0.292 3.4
## 394 7.544 0.290 3.4
## 395 7.423 0.286 3.5
## 396 7.355 0.282 3.5
## 397 7.321 0.278 3.6
## 398 7.264 0.275 3.6
## 399 7.147 0.274 3.6
## 400 6.984 0.273 3.7
## 401 6.946 0.271 3.7
## 402 6.968 0.267 3.7
## 403 6.878 0.263 3.8
## 404 6.732 0.260 3.8
## 405 6.602 0.258 3.9
## 406 6.505 0.256 3.9
## 407 6.428 0.250 4.0
## 408 6.148 0.243 4.1
## 409 5.776 0.235 4.3
## 410 5.454 0.226 4.4
## 411 5.203 0.217 4.6
## 412 4.980 0.211 4.7
## 413 4.819 0.205 4.9
## 414 4.701 0.197 5.1
## 415 4.648 0.185 5.4
## 416 4.580 0.172 5.8
## 417 4.405 0.163 6.1
## 418 4.246 0.152 6.6
## 419 4.209 0.144 6.9
## 420 4.157 0.140 7.1
## 421 4.161 0.131 7.6
## 422 4.107 0.122 8.2
## 423 3.966 0.114 8.8
## 424 3.910 0.106 9.4
## 425 3.878 0.099 10.1
## 426 3.779 0.094 10.6
## 427 3.723 0.090 11.1
## 428 3.609 0.084 11.9
## 429 3.573 0.077 13.0
## 430 3.605 0.072 13.9
## 431 3.624 0.067 14.9
## 432 3.607 0.062 16.1
## 433 3.610 0.059 16.9
## 434 3.592 0.057 17.5
## 435 3.477 0.055 18.2
## 436 3.329 0.053 18.9
## 437 3.200 0.050 20.0
## 438 3.079 0.047 21.3
## 439 2.977 0.045 22.2
## 440 2.893 0.043 23.3
## 441 2.878 0.042 23.8
## 442 2.950 0.039 25.6
## 443 2.973 0.037 27.0
## 444 2.927 0.035 28.6
## 445 2.913 0.033 30.3
## 446 2.885 0.031 32.3
## 447 2.868 0.030 33.3
## 448 2.837 0.029 34.5
## 449 2.793 0.028 35.7
## 450 2.759 0.027 37.0
## 451 2.709 0.025 40.0
## 452 2.621 0.025 40.0
## 453 2.586 0.024 41.7
## 454 2.567 0.023 43.5
## 455 2.565 0.022 45.5
## 456 2.564 0.022 45.5
## 457 2.578 0.021 47.6
## 458 2.596 0.021 47.6
## 459 2.531 0.021 47.6
## 460 2.458 0.022 45.5
## tests_units total_vaccinations people_vaccinated
## 1 tests performed 34785 29480
## 2 tests performed 84550 76915
## 3 tests performed 244453 231419
## 4 tests performed 517050 496889
## 5 tests performed 933413 904538
## 6 tests performed 1115293 1082485
## 7 tests performed 1220614 1185863
## 8 tests performed 1602567 1561073
## 9 tests performed 2050224 2000145
## 10 tests performed 2625282 2562719
## 11 tests performed 2821268 2753669
## 12 tests performed 2833930 2766173
## 13 tests performed 2975872 2904170
## 14 tests performed 3072604 2997618
## 15 tests performed 3663731 3574303
## 16 tests performed 4385759 4277227
## 17 tests performed 5229159 5100723
## 18 tests performed 5649791 5511340
## 19 tests performed 5753170 5605024
## 20 tests performed 6017708 5860663
## 21 tests performed 6156692 5992636
## 22 tests performed 6814161 6590804
## 23 tests performed 7645865 7320531
## 24 tests performed 8667433 8151557
## 25 tests performed 9837676 9018096
## 26 tests performed 11074321 9865692
## 27 tests performed 11583403 10236214
## 28 tests performed 11834631 10412653
## 29 tests performed 12905586 11136558
## 30 tests performed 14164281 12053574
## 31 tests performed 15488295 13083365
## 32 tests performed 16804960 14240346
## 33 tests performed 18061937 15356966
## 34 tests performed 18711365 15923184
## 35 tests performed 19016534 16178943
## 36 tests performed 19901460 16817445
## 37 tests performed 21248050 17782906
## 38 tests performed 22850818 18936844
## 39 tests performed 24481918 20266806
## 40 tests performed 26109376 21659172
## 41 tests performed 27016373 22401806
## 42 tests performed 27411566 22701574
## 43 tests performed 28784659 23561406
## 44 tests performed 30446470 24613879
## 45 tests performed 32378711 25864321
## 46 tests performed 34340382 27233852
## 47 tests performed 36254540 28605944
## 48 tests performed 37272967 29364290
## 49 tests performed 37732362 29686152
## 50 tests performed 39116754 30455645
## 51 tests performed 40812738 31417860
## 52 tests performed 42950873 32677050
## 53 tests performed 45296422 34064804
## 54 tests performed 47651820 35419435
## 55 tests performed 48952406 36271108
## 56 tests performed 49396438 36547788
## 57 tests performed 50975655 37384752
## 58 tests performed 52949422 38421395
## 59 tests performed 55253663 39649543
## 60 tests performed 57659595 40925361
## 61 tests performed 60244005 42303322
## 62 tests performed 61718311 43172721
## 63 tests performed 62310427 43518927
## 64 tests performed 63488076 44128548
## 65 tests performed 65109282 44925038
## 66 tests performed 67074375 45857925
## 67 tests performed 68931341 46691336
## 68 tests performed 70898395 47514906
## 69 tests performed 72204150 48111372
## 70 tests performed 72799428 48365454
## 71 tests performed 74260955 48982348
## 72 tests performed 76198079 49848375
## 73 tests performed 78724979 51093186
## 74 tests performed 81662395 52629816
## 75 tests performed 84776120 54302560
## 76 tests performed 86771129 55443027
## 77 tests performed 87626184 55977562
## 78 tests performed 89676809 57175994
## 79 tests performed 92139938 58639071
## 80 tests performed 95042568 60380870
## 81 tests performed 98245503 62336974
## 82 tests performed 101474115 64340412
## 83 tests performed 103532403 65690727
## 84 tests performed 104456803 66368038
## 85 tests performed 106620869 67850063
## 86 tests performed 109327575 69658820
## 87 tests performed 112451946 71721542
## 88 tests performed 115891361 73998604
## 89 tests performed 119318490 76116016
## 90 tests performed 121509278 77500725
## 91 tests performed 122492873 78148777
## 92 tests performed 124774525 79646522
## 93 tests performed 127662018 81576683
## 94 tests performed 130830380 83704250
## 95 tests performed 134232795 85999802
## 96 tests performed 137570840 88213691
## 97 tests performed 139726613 89624793
## 98 tests performed 140746104 90307983
## 99 tests performed 143110537 91912090
## 100 tests performed 146176102 93895141
## 101 tests performed 149733812 96104064
## 102 tests performed 153570527 98371427
## 103 tests performed 157401954 100476665
## 104 tests performed 159875506 101848191
## 105 tests performed 161085672 102519879
## 106 tests performed 163924688 104128452
## 107 tests performed 167518544 106142510
## 108 tests performed 171690876 108555252
## 109 tests performed 176245823 111085029
## 110 tests performed 179902052 113143625
## 111 tests performed 182202950 114468095
## 112 tests performed 182966206 114905820
## 113 tests performed 186071427 116640791
## 114 tests performed 190049916 118930146
## 115 tests performed 194406242 121491495
## 116 tests performed 198906888 124058979
## 117 tests performed 203225796 126499484
## 118 tests performed 206113373 128224210
## 119 tests performed 207513015 129057287
## 120 tests performed 210528747 130688995
## 121 tests performed 214003089 132428608
## 122 tests performed 217691102 134156004
## 123 tests performed 221429804 135906221
## 124 tests performed 225024435 137537257
## 125 tests performed 227381618 138698548
## 126 tests performed 228512070 139235985
## 127 tests performed 231086809 140317611
## 128 tests performed 234307704 141673458
## 129 tests performed 237770652 143051337
## 130 tests performed 241255526 144447119
## 131 tests performed 244540001 145796405
## 132 tests performed 246742501 146798636
## 133 tests performed 247733437 147288210
## 134 tests performed 250114785 148219190
## 135 tests performed 253000929 149322098
## 136 tests performed 256080950 150462923
## 137 tests performed 259119128 151570611
## 138 tests performed 262019438 152675207
## 139 tests performed 263860668 153379232
## 140 tests performed 264738001 153703966
## 141 tests performed 266697729 154339601
## 142 tests performed 269195990 155153055
## 143 tests performed 271738452 155964862
## 144 tests performed 274252384 156737510
## 145 tests performed 276753901 157525679
## 146 tests performed 278286085 158030671
## 147 tests performed 278899987 158235087
## 148 tests performed 280500887 158716264
## 149 tests performed 282543999 159371734
## 150 tests performed 284555121 160014583
## 151 tests performed 286827561 160940083
## 152 tests performed 289273930 162029523
## 153 tests performed 291116772 162935977
## 154 tests performed 292048445 163412875
## 155 tests performed 293866781 164297635
## 156 tests performed 295934626 165286575
## 157 tests performed 298017547 166271571
## 158 tests performed 300032873 167192714
## 159 tests performed 302086532 168124070
## 160 tests performed 303533121 168853604
## 161 tests performed 304190244 169192125
## 162 tests performed 305508394 169827271
## 163 tests performed 306942568 170494967
## 164 tests performed 308373630 171155451
## 165 tests performed 309717535 171769048
## 166 tests performed 311043770 172372641
## 167 tests performed 311807388 172753437
## 168 tests performed 312191756 172954401
## 169 tests performed 312393329 173043529
## 170 tests performed 313657125 173569698
## 171 tests performed 314772222 174064514
## 172 tests performed 316016903 174527835
## 173 tests performed 317416722 175028282
## 174 tests performed 318486203 175382068
## 175 tests performed 319002027 175553414
## 176 tests performed 320071514 175926324
## 177 tests performed 321244743 176330553
## 178 tests performed 322409126 176722213
## 179 tests performed 323577385 177126873
## 180 tests performed 324806677 177554993
## 181 tests performed 325698381 177835657
## 182 tests performed 326090752 177949116
## 183 tests performed 327002364 178281283
## 184 tests performed 327978393 178641914
## 185 tests performed 328921195 179000321
## 186 tests performed 329813729 179352006
## 187 tests performed 330733416 179720411
## 188 tests performed 331307666 179951633
## 189 tests performed 331584129 180063991
## 190 tests performed 332144203 180365745
## 191 tests performed 332898694 180690372
## 192 tests performed 333633672 181021364
## 193 tests performed 334332155 181340702
## 194 tests performed 335098149 181692450
## 195 tests performed 335596814 181918000
## 196 tests performed 335863985 182045249
## 197 tests performed 336417418 182321450
## 198 tests performed 337044678 182619806
## 199 tests performed 337675421 182928048
## 200 tests performed 338280736 183221212
## 201 tests performed 338900362 183527925
## 202 tests performed 339257293 183709812
## 203 tests performed 339307552 183737589
## 204 tests performed 339704007 183939252
## 205 tests performed 340287178 184213711
## 206 tests performed 340858334 184497828
## 207 tests performed 341425599 184788758
## 208 tests performed 342057791 185111799
## 209 tests performed 342458275 185323213
## 210 tests performed 342674870 185440110
## 211 tests performed 343195194 185715815
## 212 tests performed 343721712 185997494
## 213 tests performed 344252840 186282082
## 214 tests performed 344793726 186580773
## 215 tests performed 345418628 186928616
## 216 tests performed 345818196 187152611
## 217 tests performed 346052072 187288229
## 218 tests performed 346620316 187628496
## 219 tests performed 347223740 188000971
## 220 tests performed 347854794 188388881
## 221 tests performed 348504316 188806136
## 222 tests performed 349251512 189294638
## 223 tests performed 349714323 189596698
## 224 tests performed 349973185 189798450
## 225 tests performed 350616280 190246023
## 226 tests performed 351317027 190726573
## 227 tests performed 352036705 191217845
## 228 tests performed 352756577 191715522
## 229 tests performed 353591156 192291017
## 230 tests performed 354105514 192637266
## 231 tests performed 354433004 192863334
## 232 tests performed 355152421 193369374
## 233 tests performed 355913944 193907152
## 234 tests performed 356691280 194459322
## 235 tests performed 357483338 195018974
## 236 tests performed 358391162 195644766
## 237 tests performed 358948703 196026063
## 238 tests performed 359298831 196263530
## 239 tests performed 360080707 196783527
## 240 tests performed 360879603 197313536
## 241 tests performed 361648554 197812424
## 242 tests performed 362451194 198326330
## 243 tests performed 363398712 198907024
## 244 tests performed 364023347 199268976
## 245 tests performed 364422513 199480510
## 246 tests performed 365292030 199944568
## 247 tests performed 366215166 200434442
## 248 tests performed 367167609 200921316
## 249 tests performed 368111987 201401229
## 250 tests performed 369218405 201939011
## 251 tests performed 369883718 202260328
## 252 tests performed 370273114 202444563
## 253 tests performed 371192434 202886200
## 254 tests performed 372142118 203348283
## 255 tests performed 373108372 203818224
## 256 tests performed 374098404 204295306
## 257 tests performed 375269054 204830620
## 258 tests performed 375980407 205149853
## 259 tests performed 376410093 205343438
## 260 tests performed 377334941 205760803
## 261 tests performed 378261313 206180199
## 262 tests performed 379196743 206607955
## 263 tests performed 380092047 207012955
## 264 tests performed 381132602 207468326
## 265 tests performed 381692526 207714878
## 266 tests performed 382058394 207883177
## 267 tests performed 382235576 207965901
## 268 tests performed 383143025 208321564
## 269 tests performed 383986230 208688522
## 270 tests performed 384831616 209061734
## 271 tests performed 385863687 209512234
## 272 tests performed 386459710 209771026
## 273 tests performed 386809131 209928287
## 274 tests performed 387588935 210267138
## 275 tests performed 388337044 210584057
## 276 tests performed 389097059 210897583
## 277 tests performed 389855320 211209221
## 278 tests performed 390755343 211561183
## 279 tests performed 391275771 211767070
## 280 tests performed 391579677 211886544
## 281 tests performed 392265947 212153196
## 282 tests performed 392938845 212414703
## 283 tests performed 393601071 212668766
## 284 tests performed 394273074 212924356
## 285 tests performed 395252327 213246110
## 286 tests performed 395920655 213449448
## 287 tests performed 396327522 213569702
## 288 tests performed 397349076 213869407
## 289 tests performed 398472310 214161027
## 290 tests performed 399602215 214450662
## 291 tests performed 400753724 214741086
## 292 tests performed 402053664 215057423
## 293 tests performed 402679279 215231513
## 294 tests performed 403043281 215338094
## 295 tests performed 404017843 215586041
## 296 tests performed 405024539 215831087
## 297 tests performed 406046208 216080011
## 298 tests performed 407052534 216331204
## 299 tests performed 408186090 216614850
## 300 tests performed 408718707 216762628
## 301 tests performed 409030960 216855935
## 302 tests performed 409879498 217082005
## 303 tests performed 410797637 217311362
## 304 tests performed 411694285 217539084
## 305 tests performed 412597537 217765535
## 306 tests performed 413639914 218027619
## 307 tests performed 414128450 218168723
## 308 tests performed 414396398 218252740
## 309 tests performed 415220915 218476429
## 310 tests performed 416035909 218678950
## 311 tests performed 416864183 218882778
## 312 tests performed 417713777 219089994
## 313 tests performed 419079687 219383049
## 314 tests performed 419902336 219559725
## 315 tests performed 420371799 219668155
## 316 tests performed 421884597 219971408
## 317 tests performed 423430520 220270083
## 318 tests performed 425038739 220578176
## 319 tests performed 426632905 220876679
## 320 tests performed 428403433 221204501
## 321 tests performed 429217188 221372367
## 322 tests performed 429650946 221473046
## 323 tests performed 431098059 221757724
## 324 tests performed 432586324 222042461
## 325 tests performed 434135822 222354984
## 326 tests performed 435758730 222706709
## 327 tests performed 437655231 223161696
## 328 tests performed 438682254 223551521
## 329 tests performed 439233133 223779317
## 330 tests performed 440684139 224250795
## 331 tests performed 442307626 224773804
## 332 tests performed 444061398 225347542
## 333 tests performed 445650963 225897174
## 334 tests performed 447627411 226536930
## 335 tests performed 448795683 227071820
## 336 tests performed 449370985 227311809
## 337 tests performed 450909027 227772875
## 338 tests performed 452577464 228261781
## 339 tests performed 454322742 228768764
## 340 tests performed 456095956 229276208
## 341 tests performed 458153343 229859884
## 342 tests performed 459378389 230319894
## 343 tests performed 460016605 230525944
## 344 tests performed 461813051 231015526
## 345 tests performed 463588416 231506668
## 346 tests performed 464961247 231909436
## 347 tests performed 464988274 231918194
## 348 tests performed 466185524 232229731
## 349 tests performed 467073288 232450342
## 350 tests performed 467659789 232592970
## 351 tests performed 469308092 232948553
## 352 tests performed 471213993 233354685
## 353 tests performed 473344618 233814146
## 354 tests performed 475485507 234261855
## 355 tests performed 477900429 234748799
## 356 tests performed 479368964 235050345
## 357 tests performed 480093310 235216275
## 358 tests performed 481907502 235606804
## 359 tests performed 483798560 236009702
## 360 tests performed 485703418 236416993
## 361 tests performed 487604946 236821640
## 362 tests performed 489688119 237245495
## 363 tests performed 490934909 237512558
## 364 tests performed 491560808 237664686
## 365 tests performed 493162198 238012703
## 366 tests performed 494859786 238380025
## 367 tests performed 496557599 238758841
## 368 tests performed 498227629 239149009
## 369 tests performed 500139160 239582145
## 370 tests performed 501251330 239870614
## 371 tests performed 501886974 240040282
## 372 tests performed 503708616 240482709
## 373 tests performed 505657291 240949948
## 374 tests performed 507498189 241397001
## 375 tests performed 508941758 241765359
## 376 tests performed 509318286 241869023
## 377 tests performed 509324562 241871076
## 378 tests performed 509800215 242003495
## 379 tests performed 511310074 242398540
## 380 tests performed 512978645 242833094
## 381 tests performed 514630236 243268712
## 382 tests performed 516139000 243671460
## 383 tests performed 516739593 243833138
## 384 tests performed 516840097 243866077
## 385 tests performed 517332038 244003316
## 386 tests performed 518554212 244345946
## 387 tests performed 519946231 244719870
## 388 tests performed 521366424 245100494
## 389 tests performed 522798955 245471829
## 390 tests performed 524408026 245872085
## 391 tests performed 525437880 246147318
## 392 tests performed 525927044 246289675
## 393 tests performed 527162064 246621316
## 394 tests performed 528445128 246961598
## 395 tests performed 529727956 247302716
## 396 tests performed 530990744 247640561
## 397 tests performed 532431404 248020469
## 398 tests performed 533207082 248246851
## 399 tests performed 533591529 248353059
## 400 tests performed 534404912 248569964
## 401 tests performed 535382584 248825143
## 402 tests performed 536338416 249078380
## 403 tests performed 537250721 249320882
## 404 tests performed 538302154 249600559
## 405 tests performed 538908124 249774100
## 406 tests performed 539233517 249866407
## 407 tests performed 540010191 250071391
## 408 tests performed 540794365 250277130
## 409 tests performed 541566049 250479234
## 410 tests performed 542334979 250679044
## 411 tests performed 543266728 250910277
## 412 tests performed 543728005 251033039
## 413 tests performed 543988292 251106147
## 414 tests performed 544602916 251266950
## 415 tests performed 545195262 251417056
## 416 tests performed 545749696 251561680
## 417 tests performed 546253308 251690621
## 418 tests performed 546892027 251844930
## 419 tests performed 547320230 251954345
## 420 tests performed 547528120 252013536
## 421 tests performed 547997552 252141540
## 422 tests performed 548485640 252267807
## 423 tests performed 548983249 252398838
## 424 tests performed 549476911 252527362
## 425 tests performed 550083645 252679761
## 426 tests performed 550422718 252771647
## 427 tests performed 550572605 252815347
## 428 tests performed 550903643 252903562
## 429 tests performed 551292622 253003604
## 430 tests performed 551692131 253105841
## 431 tests performed 552085835 253204622
## 432 tests performed 552594805 253329047
## 433 tests performed 552868349 253403941
## 434 tests performed 553017349 253446483
## 435 tests performed 553325982 253527295
## 436 tests performed 553661067 253615280
## 437 tests performed 553991591 253702282
## 438 tests performed 554307036 253784278
## 439 tests performed 554684978 253879564
## 440 tests performed 554920977 253945200
## 441 tests performed 555040084 253979618
## 442 tests performed 555342105 254056676
## 443 tests performed 555603468 254124928
## 444 tests performed 555849551 254190859
## 445 tests performed 556091172 254254587
## 446 tests performed 556393588 254331125
## 447 tests performed 556567951 254380332
## 448 tests performed 556652842 254406331
## 449 tests performed 556853586 254462197
## 450 tests performed 557059437 254516718
## 451 tests performed 557261393 254570473
## 452 tests performed 557463357 254623665
## 453 tests performed 557709653 254686474
## 454 tests performed 557845006 254724629
## 455 tests performed 557915708 254745745
## 456 tests performed 558289064 254845371
## 457 tests performed 558481448 254896480
## 458 tests performed 558663172 254943214
## 459 tests performed 558897172 255002533
## 460 tests performed 559031321 255039019
## people_fully_vaccinated total_boosters new_vaccinations
## 1 5996 NA 4579
## 2 6260 NA 49765
## 3 6736 NA 159903
## 4 7485 NA 272597
## 5 8696 NA 416363
## 6 9756 NA 181880
## 7 10466 NA 105321
## 8 11962 NA 381953
## 9 14842 NA 447657
## 10 17785 NA 575058
## 11 18887 NA 195986
## 12 18992 NA 12662
## 13 19961 NA 141942
## 14 20684 NA 96732
## 15 24872 NA 591127
## 16 30120 NA 722028
## 17 37895 NA 843400
## 18 41055 NA 420632
## 19 47912 NA 103379
## 20 50776 NA 264538
## 21 53229 NA 138984
## 22 99028 NA 657469
## 23 187520 NA 831704
## 24 359906 NA 1021568
## 25 640747 NA 1170243
## 26 1004006 NA 1236645
## 27 1132661 NA 509082
## 28 1202254 NA 251228
## 29 1524758 NA 1070955
## 30 1839149 NA 1258695
## 31 2109632 NA 1324014
## 32 2245401 NA 1316665
## 33 2366100 NA 1256977
## 34 2438084 NA 649428
## 35 2480166 NA 305169
## 36 2708111 NA 884926
## 37 3064600 NA 1346590
## 38 3485639 NA 1602768
## 39 3760495 NA 1631100
## 40 3970102 NA 1627458
## 41 4120914 NA 906997
## 42 4209313 NA 395193
## 43 4698898 NA 1373093
## 44 5281223 NA 1661811
## 45 5929778 NA 1932241
## 46 6488099 NA 1961671
## 47 6984428 NA 1914158
## 48 7227119 NA 1018427
## 49 7354460 NA 459395
## 50 7927738 NA 1384392
## 51 8627557 NA 1695984
## 52 9462496 NA 2138135
## 53 10375735 NA 2345549
## 54 11336914 NA 2355398
## 55 11759053 NA 1300586
## 56 11915870 NA 444032
## 57 12620981 NA 1579217
## 58 13516636 NA 1973767
## 59 14552483 NA 2304241
## 60 15641857 NA 2405932
## 61 16798997 NA 2584410
## 62 17370206 NA 1474306
## 63 17599260 NA 592116
## 64 18133840 NA 1177649
## 65 18921196 NA 1621206
## 66 19910960 NA 1965093
## 67 20885266 NA 1856966
## 68 21980679 NA 1967054
## 69 22660794 NA 1305755
## 70 22984069 NA 595278
## 71 23785907 NA 1461527
## 72 24811003 NA 1937124
## 73 26043810 NA 2526900
## 74 27383838 NA 2937416
## 75 28765372 NA 3113725
## 76 29581968 NA 1995009
## 77 29876683 NA 855055
## 78 30670567 NA 2050625
## 79 31630340 NA 2463129
## 80 32752112 NA 2902630
## 81 33995000 NA 3202935
## 82 35300774 NA 3228612
## 83 36162744 NA 2058288
## 84 36505539 NA 924400
## 85 37356215 NA 2164066
## 86 38436162 NA 2706706
## 87 39703965 NA 3124371
## 88 41102354 NA 3439415
## 89 42629853 NA 3427129
## 90 43647647 NA 2190788
## 91 44073873 NA 983595
## 92 44942390 NA 2281652
## 93 45990317 NA 2887493
## 94 47120062 NA 3168362
## 95 48324097 NA 3402415
## 96 49546620 NA 3338045
## 97 50406298 NA 2155773
## 98 50777475 NA 1019491
## 99 51584083 NA 2364433
## 100 52735540 NA 3065565
## 101 54157570 NA 3557710
## 102 55804774 NA 3836715
## 103 57604973 NA 3831427
## 104 58768629 NA 2473552
## 105 59319449 NA 1210166
## 106 60593605 NA 2839016
## 107 62254502 NA 3593856
## 108 64193637 NA 4172332
## 109 66434056 NA 4554947
## 110 68249655 NA 3656229
## 111 69407817 NA 2300898
## 112 69779068 NA 763256
## 113 71380072 NA 3105221
## 114 73459040 NA 3978489
## 115 75762291 NA 4356326
## 116 78277314 NA 4500646
## 117 80714471 NA 4318908
## 118 82370761 NA 2887577
## 119 83171207 NA 1399642
## 120 84894960 NA 3015732
## 121 86612897 NA 3474342
## 122 88538098 NA 3688013
## 123 90487575 NA 3738702
## 124 92415817 NA 3594631
## 125 93592128 NA 2357183
## 126 94174278 NA 1130452
## 127 95638419 NA 2574739
## 128 97472588 NA 3220895
## 129 99521915 NA 3462948
## 130 101577445 NA 3484874
## 131 103481665 NA 3284475
## 132 104667057 NA 2202500
## 133 105162401 NA 990936
## 134 106595063 NA 2381348
## 135 108385486 NA 2886144
## 136 110352163 NA 3080021
## 137 112332402 NA 3038178
## 138 114184579 NA 2900310
## 139 115349618 NA 1841230
## 140 115934628 NA 877333
## 141 117337228 NA 1959728
## 142 119097068 NA 2498261
## 143 120903280 NA 2542462
## 144 122720781 NA 2513932
## 145 124509657 NA 2501517
## 146 125596547 NA 1532184
## 147 126033844 NA 613902
## 148 127207906 NA 1600900
## 149 128658744 NA 2043112
## 150 130096196 NA 2011122
## 151 131502853 NA 2272440
## 152 132939499 NA 2446369
## 153 133930211 NA 1842842
## 154 134416323 NA 931673
## 155 135426936 NA 1818336
## 156 136591117 NA 2067845
## 157 137770278 NA 2082921
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## 180 154442068 NA 1229292
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## 187 158475639 NA 919687
## 188 158844963 NA 574250
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## 191 159781869 NA 754491
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## 193 160639753 NA 698483
## 194 161091592 NA 765994
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## 196 161536605 NA 267171
## 197 161841342 NA 553433
## 198 162198797 NA 627260
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## 201 163223982 NA 619626
## 202 163412504 NA 356931
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## 204 163648267 NA 396455
## 205 163984999 NA 583171
## 206 164304748 NA 571156
## 207 164616996 NA 567265
## 208 164961414 NA 632192
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## 223 168447163 NA 462811
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## 226 168982005 NA 700747
## 227 169240536 NA 719678
## 228 169493104 NA 719872
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## 241 172570246 NA 768951
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## 243 173272619 13838 947518
## 244 173515016 50009 624635
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## 246 174030698 162910 869517
## 247 174394335 262125 923136
## 248 174773301 378040 952443
## 249 175154478 491560 944378
## 250 175632844 612804 1106418
## 251 175930120 674299 665313
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## 253 176514346 802367 919320
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## 255 177351657 1005482 966254
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## 260 179301339 1441339 924848
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## 262 180130296 1673906 935430
## 263 180531096 1788220 895304
## 264 181020898 1907508 1040555
## 265 181298240 1952143 559924
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## 267 181558290 1991715 177182
## 268 182036834 2084245 907449
## 269 182437701 2180392 843205
## 270 182834176 2278084 845386
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## 273 183806165 2457076 349421
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## 282 186960309 3100975 672898
## 283 187296282 3186835 662226
## 284 187625166 3289471 672003
## 285 188039075 3548459 979253
## 286 188268252 3790161 668328
## 287 188414026 3933475 406867
## 288 188637443 4442861 1021554
## 289 188941522 4981876 1123234
## 290 189253366 5523021 1129905
## 291 189573949 6077866 1151509
## 292 189953044 6693723 1299940
## 293 190160344 6944174 625615
## 294 190290797 7073458 364002
## 295 190547653 7554097 974562
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## 307 193238252 12520664 488536
## 308 193322536 12622429 267948
## 309 193533746 13023709 824517
## 310 193726421 13455156 814994
## 311 193920812 13897291 828274
## 312 194117845 14354665 849594
## 313 194363673 15193864 1365910
## 314 194497350 15711118 822649
## 315 194577724 15993532 469463
## 316 194782052 17007054 1512798
## 317 194983086 18064449 1545923
## 318 195190203 19168659 1608219
## 319 195398917 20268128 1594166
## 320 195636827 21485726 1770528
## 321 195755976 22019767 813755
## 322 195826421 22285183 433758
## 323 196021447 23260313 1447113
## 324 196209717 24289036 1488265
## 325 196401647 25347778 1549498
## 326 196596522 26438512 1622908
## 327 196825976 27665939 1896501
## 328 196943516 28193099 1027023
## 329 197013974 28450707 550879
## 330 197186810 29269574 1451006
## 331 197352831 30213546 1623487
## 332 197523051 31232314 1753772
## 333 197676476 32126874 1589565
## 334 197875744 33275261 1976448
## 335 197978601 33809761 1168272
## 336 198039171 34087522 575302
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## 338 198373234 36029786 1668437
## 339 198545540 37105804 1745278
## 340 198716900 38210719 1773214
## 341 198912054 39500127 2057387
## 342 199012901 40169741 1225046
## 343 199072928 40544308 638216
## 344 199244142 41688494 1796446
## 345 199409772 42816299 1775365
## 346 199564009 43641574 1372831
## 347 199569058 43654757 27027
## 348 199745188 44369395 1197250
## 349 199943940 44841559 887764
## 350 200091246 45140252 586501
## 351 200451398 46082576 1648303
## 352 200841893 47202725 1905901
## 353 201249916 48473314 2130625
## 354 201643101 49783218 2140889
## 355 202133423 51230770 2414922
## 356 202583911 51951390 1468535
## 357 202772994 52323317 724346
## 358 203097942 53427914 1814192
## 359 203438457 54581901 1891058
## 360 203789839 55735389 1904858
## 361 204128396 56900945 1901528
## 362 204523473 58171688 2083173
## 363 204859312 58819230 1246790
## 364 204988642 59166496 625899
## 365 205266832 60148337 1601390
## 366 205552629 61200853 1697588
## 367 205812702 62267018 1697813
## 368 205982295 63384615 1670030
## 369 206233917 64614436 1911531
## 370 206396565 65276857 1112170
## 371 206478250 65661786 635644
## 372 206704314 66816992 1821642
## 373 206946217 68057775 1948675
## 374 207184158 69216330 1840898
## 375 207361462 70116525 1443569
## 376 207417880 70334624 376528
## 377 207418785 70337893 6276
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## 379 207730777 71487282 1509859
## 380 207970971 72483896 1668571
## 381 208206766 73466853 1651591
## 382 208420234 74362520 1508764
## 383 208513036 74709980 600593
## 384 208528941 74761090 100504
## 385 208619001 75026697 491941
## 386 208814580 75714642 1222174
## 387 209027894 76523711 1392019
## 388 209239142 77356698 1420193
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## 391 209866975 79763372 1029854
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## 393 210130165 80755615 1235020
## 394 210330473 81501613 1283064
## 395 210529111 82248522 1282828
## 396 210716463 82989022 1262788
## 397 210890086 83877070 1440660
## 398 210976874 84339392 775678
## 399 211034351 84560433 384447
## 400 211174142 85017068 813383
## 401 211360737 85552692 977672
## 402 211545209 86070397 955832
## 403 211719318 86565271 912305
## 404 211878287 87176758 1051433
## 405 211959982 87526370 605970
## 406 212023401 87695990 325393
## 407 212181687 88108053 776674
## 408 212354815 88511874 784174
## 409 212531421 88903557 771684
## 410 212703869 89297834 768930
## 411 212910799 89787508 931749
## 412 213021395 90013721 461277
## 413 213087765 90133954 260287
## 414 213243750 90429565 614624
## 415 213400497 90712085 592346
## 416 213551924 90968661 554434
## 417 213689318 91203591 503612
## 418 213870447 91503487 638719
## 419 214000888 91689703 428203
## 420 214060229 91778160 207890
## 421 214189591 91986673 469432
## 422 214332439 92201653 488088
## 423 214474876 92422287 497609
## 424 214611736 92646487 493662
## 425 214782003 92925498 606734
## 426 214882261 93069857 339073
## 427 214927365 93129499 149887
## 428 215022281 93273562 331038
## 429 215134772 93445206 388979
## 430 215248213 93624492 399509
## 431 215354890 93806871 393704
## 432 215493488 94045215 508970
## 433 215569533 94164775 273544
## 434 215610308 94228586 149000
## 435 215696000 94365045 308633
## 436 215789131 94513109 335085
## 437 215878572 94661282 330524
## 438 215960571 94806453 315445
## 439 216061261 94981586 377942
## 440 216123504 95086835 235999
## 441 216154047 95139597 119107
## 442 216231414 95281612 302021
## 443 216301048 95399643 261363
## 444 216369383 95506318 246083
## 445 216435179 95613421 241621
## 446 216519273 95748250 302416
## 447 216568613 95822054 174363
## 448 216591952 95856692 84891
## 449 216643923 95945322 200744
## 450 216699945 96035835 205851
## 451 216756206 96123305 201956
## 452 216812252 96211782 201964
## 453 216882311 96319585 246296
## 454 216921506 96375899 135353
## 455 216941368 96404716 70702
## 456 217038690 96569344 190198
## 457 217087060 96654978 192384
## 458 217131628 96737959 181724
## 459 217188682 96845060 234000
## 460 217222557 96903738 134149
## new_vaccinations_smoothed total_vaccinations_per_hundred
## 1 4579 0.01
## 2 27172 0.03
## 3 71416 0.07
## 4 121711 0.16
## 5 180641 0.28
## 6 180848 0.34
## 7 170058 0.37
## 8 223969 0.48
## 9 280811 0.62
## 10 340118 0.79
## 11 329174 0.85
## 12 271502 0.85
## 13 265797 0.90
## 14 264570 0.93
## 15 294452 1.10
## 16 333648 1.32
## 17 371982 1.58
## 18 404075 1.70
## 19 417034 1.73
## 20 434548 1.81
## 21 440584 1.85
## 22 450061 2.05
## 23 465729 2.30
## 24 491182 2.61
## 25 598269 2.96
## 26 760164 3.34
## 27 795099 3.49
## 28 811134 3.56
## 29 870204 3.89
## 30 931202 4.27
## 31 974409 4.67
## 32 995326 5.06
## 33 998231 5.44
## 34 1018280 5.64
## 35 1025986 5.73
## 36 999411 5.99
## 37 1011967 6.40
## 38 1051789 6.88
## 39 1096708 7.37
## 40 1149634 7.86
## 41 1186430 8.14
## 42 1199290 8.26
## 43 1269028 8.67
## 44 1314060 9.17
## 45 1361128 9.75
## 46 1408352 10.34
## 47 1449309 10.92
## 48 1465228 11.23
## 49 1474399 11.36
## 50 1476014 11.78
## 51 1480895 12.29
## 52 1510309 12.94
## 53 1565149 13.64
## 54 1628183 14.35
## 55 1668491 14.74
## 56 1666297 14.88
## 57 1694129 15.35
## 58 1733812 15.95
## 59 1757541 16.64
## 60 1766168 17.37
## 61 1798884 18.15
## 62 1823701 18.59
## 63 1844856 18.77
## 64 1787489 19.12
## 65 1737123 19.61
## 66 1688673 20.20
## 67 1610249 20.76
## 68 1522056 21.35
## 69 1497977 21.75
## 70 1498429 21.93
## 71 1538983 22.37
## 72 1584114 22.95
## 73 1664372 23.71
## 74 1818722 24.60
## 75 1982532 25.53
## 76 2080997 26.14
## 77 2118108 26.39
## 78 2202265 27.01
## 79 2277408 27.75
## 80 2331084 28.63
## 81 2369015 29.59
## 82 2385428 30.56
## 83 2394468 31.18
## 84 2404374 31.46
## 85 2420580 32.11
## 86 2455377 32.93
## 87 2487054 33.87
## 88 2520837 34.91
## 89 2549196 35.94
## 90 2568125 36.60
## 91 2576581 36.89
## 92 2593379 37.58
## 93 2619206 38.45
## 94 2625491 39.41
## 95 2620205 40.43
## 96 2607479 41.44
## 97 2602476 42.09
## 98 2607604 42.39
## 99 2619430 43.10
## 100 2644869 44.03
## 101 2700490 45.10
## 102 2762533 46.25
## 103 2833016 47.41
## 104 2878413 48.15
## 105 2905653 48.52
## 106 2973450 49.37
## 107 3048920 50.46
## 108 3136723 51.71
## 109 3239328 53.08
## 110 3214300 54.19
## 111 3189635 54.88
## 112 3125791 55.11
## 113 3163820 56.04
## 114 3218767 57.24
## 115 3245052 58.55
## 116 3237295 59.91
## 117 3331963 61.21
## 118 3415775 62.08
## 119 3506687 62.50
## 120 3493903 63.41
## 121 3421882 64.46
## 122 3326409 65.57
## 123 3217559 66.69
## 124 3114091 67.78
## 125 3038321 68.49
## 126 2999865 68.83
## 127 2936866 69.60
## 128 2900659 70.57
## 129 2868507 71.62
## 130 2832246 72.67
## 131 2787938 73.65
## 132 2765840 74.32
## 133 2745910 74.62
## 134 2718282 75.33
## 135 2670461 76.20
## 136 2615757 77.13
## 137 2551943 78.05
## 138 2497062 78.92
## 139 2445452 79.47
## 140 2429223 79.74
## 141 2368992 80.33
## 142 2313580 81.08
## 143 2236786 81.85
## 144 2161894 82.60
## 145 2104923 83.36
## 146 2060774 83.82
## 147 2023141 84.00
## 148 1971880 84.49
## 149 1906858 85.10
## 150 1830953 85.71
## 151 1796454 86.39
## 152 1788576 87.13
## 153 1832955 87.68
## 154 1878351 87.96
## 155 1909413 88.51
## 156 1912947 89.13
## 157 1923204 89.76
## 158 1886473 90.37
## 159 1830372 90.99
## 160 1773764 91.42
## 161 1734543 91.62
## 162 1663088 92.02
## 163 1572563 92.45
## 164 1479440 92.88
## 165 1383523 93.29
## 166 1279605 93.69
## 167 1182038 93.92
## 168 1143073 94.03
## 169 983562 94.09
## 170 959222 94.47
## 171 914085 94.81
## 172 899910 95.18
## 173 910422 95.60
## 174 954116 95.93
## 175 972896 96.08
## 176 1096884 96.40
## 177 1083945 96.76
## 178 1090986 97.11
## 179 1080069 97.46
## 180 1055708 97.83
## 181 1030311 98.10
## 182 1012675 98.22
## 183 990121 98.49
## 184 961950 98.79
## 185 930296 99.07
## 186 890906 99.34
## 187 846677 99.62
## 188 801326 99.79
## 189 784768 99.87
## 190 734548 100.04
## 191 702900 100.27
## 192 673211 100.49
## 193 645489 100.70
## 194 623533 100.93
## 195 612735 101.08
## 196 611408 101.16
## 197 610459 101.33
## 198 592283 101.52
## 199 577393 101.71
## 200 564083 101.89
## 201 543173 102.08
## 202 522926 102.18
## 203 491938 102.20
## 204 469513 102.32
## 205 463214 102.49
## 206 454702 102.67
## 207 449266 102.84
## 208 451061 103.03
## 209 457283 103.15
## 210 481045 103.21
## 211 498741 103.37
## 212 490648 103.53
## 213 484929 103.69
## 214 481161 103.85
## 215 480120 104.04
## 216 479989 104.16
## 217 482457 104.23
## 218 489303 104.40
## 219 500290 104.58
## 220 514565 104.77
## 221 530084 104.97
## 222 547555 105.19
## 223 556590 105.33
## 224 560159 105.41
## 225 570852 105.60
## 226 584755 105.82
## 227 597416 106.03
## 228 607466 106.25
## 229 619949 106.50
## 230 627313 106.66
## 231 637117 106.75
## 232 648020 106.97
## 233 656702 107.20
## 234 664939 107.43
## 235 675252 107.67
## 236 685715 107.95
## 237 691884 108.11
## 238 695118 108.22
## 239 704041 108.46
## 240 709380 108.70
## 241 708182 108.93
## 242 709694 109.17
## 243 715364 109.45
## 244 724949 109.64
## 245 731955 109.76
## 246 744475 110.02
## 247 762223 110.30
## 248 788436 110.59
## 249 808685 110.87
## 250 831385 111.21
## 251 837196 111.41
## 252 835800 111.53
## 253 842915 111.80
## 254 846707 112.09
## 255 848680 112.38
## 256 855202 112.68
## 257 864378 113.03
## 258 870956 113.24
## 259 876711 113.37
## 260 877501 113.65
## 261 874171 113.93
## 262 869767 114.21
## 263 856235 114.48
## 264 837650 114.80
## 265 816017 114.96
## 266 806900 115.07
## 267 700091 115.13
## 268 697387 115.40
## 269 684212 115.66
## 270 677081 115.91
## 271 675869 116.22
## 272 681026 116.40
## 273 678677 116.51
## 274 764766 116.74
## 275 742003 116.97
## 276 730118 117.19
## 277 717672 117.42
## 278 698808 117.69
## 279 688009 117.85
## 280 681507 117.94
## 281 668145 118.15
## 282 657400 118.35
## 283 643430 118.55
## 284 631108 118.75
## 285 642426 119.05
## 286 663555 119.25
## 287 678264 119.37
## 288 726161 119.68
## 289 790495 120.02
## 290 857306 120.36
## 291 925807 120.71
## 292 971620 121.10
## 293 965518 121.29
## 294 959394 121.40
## 295 952681 121.69
## 296 936033 121.99
## 297 920570 122.30
## 298 899830 122.60
## 299 876061 122.94
## 300 862775 123.10
## 301 855383 123.20
## 302 837379 123.45
## 303 824728 123.73
## 304 806868 124.00
## 305 792143 124.27
## 306 779118 124.59
## 307 772820 124.73
## 308 766491 124.81
## 309 763060 125.06
## 310 748325 125.31
## 311 738557 125.56
## 312 730891 125.81
## 313 777110 126.23
## 314 824841 126.47
## 315 853629 126.61
## 316 951955 127.07
## 317 1056373 127.54
## 318 1167794 128.02
## 319 1274161 128.50
## 320 1331964 129.03
## 321 1330693 129.28
## 322 1325592 129.41
## 323 1316209 129.85
## 324 1307972 130.29
## 325 1299583 130.76
## 326 1303689 131.25
## 327 1321685 131.82
## 328 1352152 132.13
## 329 1368884 132.30
## 330 1369440 132.73
## 331 1388757 133.22
## 332 1417939 133.75
## 333 1413176 134.23
## 334 1424597 134.82
## 335 1444776 135.18
## 336 1448265 135.35
## 337 1460698 135.81
## 338 1467120 136.31
## 339 1465906 136.84
## 340 1492142 137.37
## 341 1503705 137.99
## 342 1511815 138.36
## 343 1520803 138.56
## 344 1557718 139.10
## 345 1572993 139.63
## 346 1519786 140.04
## 347 1270331 140.05
## 348 1147454 140.41
## 349 1099271 140.68
## 350 1091883 140.86
## 351 1070720 141.35
## 352 1089368 141.93
## 353 1197624 142.57
## 354 1499605 143.21
## 355 1673558 143.94
## 356 1756525 144.38
## 357 1776217 144.60
## 358 1799916 145.15
## 359 1797795 145.72
## 360 1765543 146.29
## 361 1731348 146.87
## 362 1683956 147.49
## 363 1652278 147.87
## 364 1638214 148.06
## 365 1607814 148.54
## 366 1580175 149.05
## 367 1550597 149.56
## 368 1517526 150.06
## 369 1493006 150.64
## 370 1473774 150.98
## 371 1475167 151.17
## 372 1506631 151.72
## 373 1542501 152.30
## 374 1562941 152.86
## 375 1530590 153.29
## 376 1311304 153.41
## 377 1153319 153.41
## 378 1130463 153.55
## 379 1085923 154.00
## 380 1045908 154.51
## 381 1018864 155.00
## 382 1028177 155.46
## 383 1060187 155.64
## 384 1073648 155.67
## 385 1075975 155.82
## 386 1034877 156.19
## 387 995369 156.61
## 388 962313 157.03
## 389 951422 157.47
## 390 1095490 157.95
## 391 1228255 158.26
## 392 1227858 158.41
## 393 1229693 158.78
## 394 1214128 159.17
## 395 1194505 159.55
## 396 1170256 159.93
## 397 1146197 160.37
## 398 1109886 160.60
## 399 1094926 160.72
## 400 1034693 160.96
## 401 991065 161.26
## 402 944351 161.54
## 403 894282 161.82
## 404 838679 162.13
## 405 814435 162.32
## 406 805998 162.42
## 407 800754 162.65
## 408 773112 162.89
## 409 746805 163.12
## 410 726323 163.35
## 411 709225 163.63
## 412 688554 163.77
## 413 679254 163.85
## 414 656104 164.03
## 415 628700 164.21
## 416 597664 164.38
## 417 559761 164.53
## 418 517900 164.72
## 419 513175 164.85
## 420 505690 164.91
## 421 484948 165.06
## 422 470054 165.20
## 423 461936 165.35
## 424 460515 165.50
## 425 455945 165.68
## 426 443213 165.79
## 427 434926 165.83
## 428 415156 165.93
## 429 400997 166.05
## 430 386983 166.17
## 431 372703 166.29
## 432 358737 166.44
## 433 349376 166.52
## 434 349249 166.57
## 435 346048 166.66
## 436 338349 166.76
## 437 328494 166.86
## 438 317314 166.96
## 439 298596 167.07
## 440 293233 167.14
## 441 288962 167.18
## 442 288018 167.27
## 443 277486 167.35
## 444 265423 167.42
## 445 254877 167.49
## 446 244087 167.58
## 447 235282 167.64
## 448 230394 167.66
## 449 215926 167.72
## 450 207996 167.78
## 451 201692 167.85
## 452 196026 167.91
## 453 188009 167.98
## 454 182436 168.02
## 455 180409 168.04
## 456 175661 168.15
## 457 174294 168.21
## 458 171402 168.27
## 459 169646 168.34
## 460 169474 168.38
## people_vaccinated_per_hundred people_fully_vaccinated_per_hundred
## 1 0.01 0.00
## 2 0.02 0.00
## 3 0.07 0.00
## 4 0.15 0.00
## 5 0.27 0.00
## 6 0.33 0.00
## 7 0.36 0.00
## 8 0.47 0.00
## 9 0.60 0.00
## 10 0.77 0.01
## 11 0.83 0.01
## 12 0.83 0.01
## 13 0.87 0.01
## 14 0.90 0.01
## 15 1.08 0.01
## 16 1.29 0.01
## 17 1.54 0.01
## 18 1.66 0.01
## 19 1.69 0.01
## 20 1.77 0.02
## 21 1.80 0.02
## 22 1.99 0.03
## 23 2.20 0.06
## 24 2.46 0.11
## 25 2.72 0.19
## 26 2.97 0.30
## 27 3.08 0.34
## 28 3.14 0.36
## 29 3.35 0.46
## 30 3.63 0.55
## 31 3.94 0.64
## 32 4.29 0.68
## 33 4.63 0.71
## 34 4.80 0.73
## 35 4.87 0.75
## 36 5.07 0.82
## 37 5.36 0.92
## 38 5.70 1.05
## 39 6.10 1.13
## 40 6.52 1.20
## 41 6.75 1.24
## 42 6.84 1.27
## 43 7.10 1.42
## 44 7.41 1.59
## 45 7.79 1.79
## 46 8.20 1.95
## 47 8.62 2.10
## 48 8.84 2.18
## 49 8.94 2.22
## 50 9.17 2.39
## 51 9.46 2.60
## 52 9.84 2.85
## 53 10.26 3.13
## 54 10.67 3.41
## 55 10.92 3.54
## 56 11.01 3.59
## 57 11.26 3.80
## 58 11.57 4.07
## 59 11.94 4.38
## 60 12.33 4.71
## 61 12.74 5.06
## 62 13.00 5.23
## 63 13.11 5.30
## 64 13.29 5.46
## 65 13.53 5.70
## 66 13.81 6.00
## 67 14.06 6.29
## 68 14.31 6.62
## 69 14.49 6.83
## 70 14.57 6.92
## 71 14.75 7.16
## 72 15.01 7.47
## 73 15.39 7.84
## 74 15.85 8.25
## 75 16.36 8.66
## 76 16.70 8.91
## 77 16.86 9.00
## 78 17.22 9.24
## 79 17.66 9.53
## 80 18.19 9.86
## 81 18.78 10.24
## 82 19.38 10.63
## 83 19.79 10.89
## 84 19.99 11.00
## 85 20.44 11.25
## 86 20.98 11.58
## 87 21.60 11.96
## 88 22.29 12.38
## 89 22.93 12.84
## 90 23.34 13.15
## 91 23.54 13.27
## 92 23.99 13.54
## 93 24.57 13.85
## 94 25.21 14.19
## 95 25.90 14.56
## 96 26.57 14.92
## 97 26.99 15.18
## 98 27.20 15.29
## 99 27.68 15.54
## 100 28.28 15.88
## 101 28.95 16.31
## 102 29.63 16.81
## 103 30.26 17.35
## 104 30.68 17.70
## 105 30.88 17.87
## 106 31.36 18.25
## 107 31.97 18.75
## 108 32.70 19.33
## 109 33.46 20.01
## 110 34.08 20.56
## 111 34.48 20.91
## 112 34.61 21.02
## 113 35.13 21.50
## 114 35.82 22.13
## 115 36.59 22.82
## 116 37.37 23.58
## 117 38.10 24.31
## 118 38.62 24.81
## 119 38.87 25.05
## 120 39.36 25.57
## 121 39.89 26.09
## 122 40.41 26.67
## 123 40.93 27.25
## 124 41.43 27.84
## 125 41.78 28.19
## 126 41.94 28.36
## 127 42.26 28.81
## 128 42.67 29.36
## 129 43.09 29.98
## 130 43.51 30.59
## 131 43.91 31.17
## 132 44.22 31.53
## 133 44.36 31.67
## 134 44.64 32.11
## 135 44.98 32.65
## 136 45.32 33.24
## 137 45.65 33.83
## 138 45.99 34.39
## 139 46.20 34.74
## 140 46.30 34.92
## 141 46.49 35.34
## 142 46.73 35.87
## 143 46.98 36.42
## 144 47.21 36.96
## 145 47.45 37.50
## 146 47.60 37.83
## 147 47.66 37.96
## 148 47.80 38.31
## 149 48.00 38.75
## 150 48.20 39.18
## 151 48.47 39.61
## 152 48.80 40.04
## 153 49.08 40.34
## 154 49.22 40.49
## 155 49.49 40.79
## 156 49.78 41.14
## 157 50.08 41.50
## 158 50.36 41.85
## 159 50.64 42.21
## 160 50.86 42.44
## 161 50.96 42.55
## 162 51.15 42.78
## 163 51.35 43.03
## 164 51.55 43.28
## 165 51.74 43.52
## 166 51.92 43.76
## 167 52.03 43.88
## 168 52.09 43.95
## 169 52.12 43.98
## 170 52.28 44.22
## 171 52.43 44.42
## 172 52.57 44.67
## 173 52.72 44.96
## 174 52.82 45.19
## 175 52.88 45.30
## 176 52.99 45.52
## 177 53.11 45.77
## 178 53.23 46.02
## 179 53.35 46.26
## 180 53.48 46.52
## 181 53.56 46.71
## 182 53.60 46.80
## 183 53.70 46.99
## 184 53.81 47.19
## 185 53.91 47.38
## 186 54.02 47.55
## 187 54.13 47.73
## 188 54.20 47.84
## 189 54.23 47.90
## 190 54.33 47.98
## 191 54.42 48.13
## 192 54.52 48.26
## 193 54.62 48.38
## 194 54.73 48.52
## 195 54.79 48.61
## 196 54.83 48.65
## 197 54.91 48.75
## 198 55.00 48.85
## 199 55.10 48.96
## 200 55.19 49.06
## 201 55.28 49.16
## 202 55.33 49.22
## 203 55.34 49.23
## 204 55.40 49.29
## 205 55.48 49.39
## 206 55.57 49.49
## 207 55.66 49.58
## 208 55.76 49.69
## 209 55.82 49.75
## 210 55.85 49.78
## 211 55.94 49.86
## 212 56.02 49.94
## 213 56.11 50.03
## 214 56.20 50.11
## 215 56.30 50.20
## 216 56.37 50.25
## 217 56.41 50.29
## 218 56.51 50.36
## 219 56.63 50.44
## 220 56.74 50.52
## 221 56.87 50.60
## 222 57.01 50.68
## 223 57.11 50.74
## 224 57.17 50.75
## 225 57.30 50.82
## 226 57.45 50.90
## 227 57.59 50.97
## 228 57.74 51.05
## 229 57.92 51.14
## 230 58.02 51.19
## 231 58.09 51.22
## 232 58.24 51.29
## 233 58.40 51.37
## 234 58.57 51.45
## 235 58.74 51.53
## 236 58.93 51.62
## 237 59.04 51.68
## 238 59.11 51.71
## 239 59.27 51.80
## 240 59.43 51.89
## 241 59.58 51.98
## 242 59.74 52.07
## 243 59.91 52.19
## 244 60.02 52.26
## 245 60.08 52.31
## 246 60.22 52.42
## 247 60.37 52.53
## 248 60.52 52.64
## 249 60.66 52.76
## 250 60.82 52.90
## 251 60.92 52.99
## 252 60.98 53.04
## 253 61.11 53.17
## 254 61.25 53.29
## 255 61.39 53.42
## 256 61.53 53.55
## 257 61.69 53.71
## 258 61.79 53.81
## 259 61.85 53.88
## 260 61.97 54.00
## 261 62.10 54.13
## 262 62.23 54.25
## 263 62.35 54.38
## 264 62.49 54.52
## 265 62.56 54.61
## 266 62.61 54.66
## 267 62.64 54.68
## 268 62.75 54.83
## 269 62.86 54.95
## 270 62.97 55.07
## 271 63.10 55.22
## 272 63.18 55.31
## 273 63.23 55.36
## 274 63.33 55.48
## 275 63.43 55.59
## 276 63.52 55.71
## 277 63.62 55.83
## 278 63.72 55.97
## 279 63.78 56.05
## 280 63.82 56.10
## 281 63.90 56.21
## 282 63.98 56.31
## 283 64.06 56.41
## 284 64.13 56.51
## 285 64.23 56.64
## 286 64.29 56.71
## 287 64.33 56.75
## 288 64.42 56.82
## 289 64.50 56.91
## 290 64.59 57.00
## 291 64.68 57.10
## 292 64.77 57.21
## 293 64.83 57.28
## 294 64.86 57.31
## 295 64.93 57.39
## 296 65.01 57.47
## 297 65.08 57.55
## 298 65.16 57.62
## 299 65.24 57.72
## 300 65.29 57.77
## 301 65.32 57.80
## 302 65.38 57.87
## 303 65.45 57.94
## 304 65.52 58.01
## 305 65.59 58.08
## 306 65.67 58.16
## 307 65.71 58.20
## 308 65.74 58.23
## 309 65.80 58.29
## 310 65.87 58.35
## 311 65.93 58.41
## 312 65.99 58.47
## 313 66.08 58.54
## 314 66.13 58.58
## 315 66.16 58.61
## 316 66.25 58.67
## 317 66.34 58.73
## 318 66.44 58.79
## 319 66.53 58.85
## 320 66.63 58.93
## 321 66.68 58.96
## 322 66.71 58.98
## 323 66.79 59.04
## 324 66.88 59.10
## 325 66.97 59.16
## 326 67.08 59.21
## 327 67.22 59.28
## 328 67.33 59.32
## 329 67.40 59.34
## 330 67.54 59.39
## 331 67.70 59.44
## 332 67.87 59.49
## 333 68.04 59.54
## 334 68.23 59.60
## 335 68.39 59.63
## 336 68.47 59.65
## 337 68.60 59.70
## 338 68.75 59.75
## 339 68.90 59.80
## 340 69.06 59.85
## 341 69.23 59.91
## 342 69.37 59.94
## 343 69.43 59.96
## 344 69.58 60.01
## 345 69.73 60.06
## 346 69.85 60.11
## 347 69.85 60.11
## 348 69.95 60.16
## 349 70.01 60.22
## 350 70.06 60.27
## 351 70.16 60.38
## 352 70.29 60.49
## 353 70.42 60.62
## 354 70.56 60.73
## 355 70.71 60.88
## 356 70.80 61.02
## 357 70.85 61.07
## 358 70.96 61.17
## 359 71.09 61.28
## 360 71.21 61.38
## 361 71.33 61.48
## 362 71.46 61.60
## 363 71.54 61.70
## 364 71.58 61.74
## 365 71.69 61.83
## 366 71.80 61.91
## 367 71.91 61.99
## 368 72.03 62.04
## 369 72.16 62.12
## 370 72.25 62.17
## 371 72.30 62.19
## 372 72.43 62.26
## 373 72.57 62.33
## 374 72.71 62.40
## 375 72.82 62.46
## 376 72.85 62.47
## 377 72.85 62.47
## 378 72.89 62.50
## 379 73.01 62.57
## 380 73.14 62.64
## 381 73.27 62.71
## 382 73.39 62.78
## 383 73.44 62.80
## 384 73.45 62.81
## 385 73.49 62.84
## 386 73.60 62.89
## 387 73.71 62.96
## 388 73.82 63.02
## 389 73.94 63.09
## 390 74.06 63.16
## 391 74.14 63.21
## 392 74.18 63.23
## 393 74.28 63.29
## 394 74.38 63.35
## 395 74.49 63.41
## 396 74.59 63.47
## 397 74.70 63.52
## 398 74.77 63.55
## 399 74.80 63.56
## 400 74.87 63.60
## 401 74.95 63.66
## 402 75.02 63.72
## 403 75.09 63.77
## 404 75.18 63.82
## 405 75.23 63.84
## 406 75.26 63.86
## 407 75.32 63.91
## 408 75.38 63.96
## 409 75.44 64.01
## 410 75.50 64.07
## 411 75.57 64.13
## 412 75.61 64.16
## 413 75.63 64.18
## 414 75.68 64.23
## 415 75.73 64.28
## 416 75.77 64.32
## 417 75.81 64.36
## 418 75.85 64.42
## 419 75.89 64.46
## 420 75.91 64.47
## 421 75.94 64.51
## 422 75.98 64.56
## 423 76.02 64.60
## 424 76.06 64.64
## 425 76.11 64.69
## 426 76.13 64.72
## 427 76.15 64.74
## 428 76.17 64.76
## 429 76.20 64.80
## 430 76.23 64.83
## 431 76.26 64.86
## 432 76.30 64.91
## 433 76.32 64.93
## 434 76.34 64.94
## 435 76.36 64.97
## 436 76.39 64.99
## 437 76.41 65.02
## 438 76.44 65.05
## 439 76.47 65.08
## 440 76.49 65.10
## 441 76.50 65.10
## 442 76.52 65.13
## 443 76.54 65.15
## 444 76.56 65.17
## 445 76.58 65.19
## 446 76.60 65.21
## 447 76.62 65.23
## 448 76.63 65.24
## 449 76.64 65.25
## 450 76.66 65.27
## 451 76.68 65.29
## 452 76.69 65.30
## 453 76.71 65.32
## 454 76.72 65.34
## 455 76.73 65.34
## 456 76.76 65.37
## 457 76.77 65.39
## 458 76.79 65.40
## 459 76.81 65.42
## 460 76.82 65.43
## total_boosters_per_hundred new_vaccinations_smoothed_per_million
## 1 NA 14
## 2 NA 82
## 3 NA 215
## 4 NA 367
## 5 NA 544
## 6 NA 545
## 7 NA 512
## 8 NA 675
## 9 NA 846
## 10 NA 1024
## 11 NA 991
## 12 NA 818
## 13 NA 801
## 14 NA 797
## 15 NA 887
## 16 NA 1005
## 17 NA 1120
## 18 NA 1217
## 19 NA 1256
## 20 NA 1309
## 21 NA 1327
## 22 NA 1356
## 23 NA 1403
## 24 NA 1479
## 25 NA 1802
## 26 NA 2290
## 27 NA 2395
## 28 NA 2443
## 29 NA 2621
## 30 NA 2805
## 31 NA 2935
## 32 NA 2998
## 33 NA 3007
## 34 NA 3067
## 35 NA 3090
## 36 NA 3010
## 37 NA 3048
## 38 NA 3168
## 39 NA 3303
## 40 NA 3463
## 41 NA 3573
## 42 NA 3612
## 43 NA 3822
## 44 NA 3958
## 45 NA 4100
## 46 NA 4242
## 47 NA 4365
## 48 NA 4413
## 49 NA 4441
## 50 NA 4446
## 51 NA 4460
## 52 NA 4549
## 53 NA 4714
## 54 NA 4904
## 55 NA 5025
## 56 NA 5019
## 57 NA 5103
## 58 NA 5222
## 59 NA 5294
## 60 NA 5320
## 61 NA 5418
## 62 NA 5493
## 63 NA 5557
## 64 NA 5384
## 65 NA 5232
## 66 NA 5086
## 67 NA 4850
## 68 NA 4584
## 69 NA 4512
## 70 NA 4513
## 71 NA 4635
## 72 NA 4771
## 73 NA 5013
## 74 NA 5478
## 75 NA 5971
## 76 NA 6268
## 77 NA 6380
## 78 NA 6633
## 79 NA 6859
## 80 NA 7021
## 81 NA 7135
## 82 NA 7185
## 83 NA 7212
## 84 NA 7242
## 85 NA 7291
## 86 NA 7396
## 87 NA 7491
## 88 NA 7593
## 89 NA 7678
## 90 NA 7735
## 91 NA 7761
## 92 NA 7811
## 93 NA 7889
## 94 NA 7908
## 95 NA 7892
## 96 NA 7854
## 97 NA 7839
## 98 NA 7854
## 99 NA 7890
## 100 NA 7966
## 101 NA 8134
## 102 NA 8321
## 103 NA 8533
## 104 NA 8670
## 105 NA 8752
## 106 NA 8956
## 107 NA 9183
## 108 NA 9448
## 109 NA 9757
## 110 NA 9681
## 111 NA 9607
## 112 NA 9415
## 113 NA 9529
## 114 NA 9695
## 115 NA 9774
## 116 NA 9751
## 117 NA 10036
## 118 NA 10288
## 119 NA 10562
## 120 NA 10524
## 121 NA 10307
## 122 NA 10019
## 123 NA 9691
## 124 NA 9380
## 125 NA 9151
## 126 NA 9035
## 127 NA 8846
## 128 NA 8737
## 129 NA 8640
## 130 NA 8531
## 131 NA 8397
## 132 NA 8331
## 133 NA 8271
## 134 NA 8187
## 135 NA 8043
## 136 NA 7879
## 137 NA 7686
## 138 NA 7521
## 139 NA 7366
## 140 NA 7317
## 141 NA 7135
## 142 NA 6968
## 143 NA 6737
## 144 NA 6512
## 145 NA 6340
## 146 NA 6207
## 147 NA 6094
## 148 NA 5939
## 149 NA 5743
## 150 NA 5515
## 151 NA 5411
## 152 NA 5387
## 153 NA 5521
## 154 NA 5658
## 155 NA 5751
## 156 NA 5762
## 157 NA 5793
## 158 NA 5682
## 159 NA 5513
## 160 NA 5343
## 161 NA 5224
## 162 NA 5009
## 163 NA 4737
## 164 NA 4456
## 165 NA 4167
## 166 NA 3854
## 167 NA 3560
## 168 NA 3443
## 169 NA 2962
## 170 NA 2889
## 171 NA 2753
## 172 NA 2711
## 173 NA 2742
## 174 NA 2874
## 175 NA 2930
## 176 NA 3304
## 177 NA 3265
## 178 NA 3286
## 179 NA 3253
## 180 NA 3180
## 181 NA 3103
## 182 NA 3050
## 183 NA 2982
## 184 NA 2897
## 185 NA 2802
## 186 NA 2683
## 187 NA 2550
## 188 NA 2414
## 189 NA 2364
## 190 NA 2212
## 191 NA 2117
## 192 NA 2028
## 193 NA 1944
## 194 NA 1878
## 195 NA 1846
## 196 NA 1842
## 197 NA 1839
## 198 NA 1784
## 199 NA 1739
## 200 NA 1699
## 201 NA 1636
## 202 NA 1575
## 203 NA 1482
## 204 NA 1414
## 205 NA 1395
## 206 NA 1370
## 207 NA 1353
## 208 NA 1359
## 209 NA 1377
## 210 NA 1449
## 211 NA 1502
## 212 NA 1478
## 213 NA 1461
## 214 NA 1449
## 215 NA 1446
## 216 NA 1446
## 217 NA 1453
## 218 NA 1474
## 219 NA 1507
## 220 NA 1550
## 221 NA 1597
## 222 NA 1649
## 223 NA 1676
## 224 NA 1687
## 225 NA 1719
## 226 NA 1761
## 227 NA 1799
## 228 NA 1830
## 229 NA 1867
## 230 NA 1889
## 231 NA 1919
## 232 NA 1952
## 233 NA 1978
## 234 NA 2003
## 235 NA 2034
## 236 NA 2065
## 237 NA 2084
## 238 NA 2094
## 239 NA 2121
## 240 NA 2137
## 241 NA 2133
## 242 NA 2138
## 243 0.00 2155
## 244 0.02 2184
## 245 0.03 2205
## 246 0.05 2242
## 247 0.08 2296
## 248 0.11 2375
## 249 0.15 2436
## 250 0.18 2504
## 251 0.20 2522
## 252 0.21 2517
## 253 0.24 2539
## 254 0.27 2550
## 255 0.30 2556
## 256 0.34 2576
## 257 0.37 2603
## 258 0.39 2623
## 259 0.40 2641
## 260 0.43 2643
## 261 0.47 2633
## 262 0.50 2620
## 263 0.54 2579
## 264 0.57 2523
## 265 0.59 2458
## 266 0.60 2430
## 267 0.60 2109
## 268 0.63 2101
## 269 0.66 2061
## 270 0.69 2039
## 271 0.72 2036
## 272 0.73 2051
## 273 0.74 2044
## 274 0.76 2303
## 275 0.79 2235
## 276 0.81 2199
## 277 0.83 2162
## 278 0.86 2105
## 279 0.87 2072
## 280 0.88 2053
## 281 0.91 2012
## 282 0.93 1980
## 283 0.96 1938
## 284 0.99 1901
## 285 1.07 1935
## 286 1.14 1999
## 287 1.18 2043
## 288 1.34 2187
## 289 1.50 2381
## 290 1.66 2582
## 291 1.83 2789
## 292 2.02 2926
## 293 2.09 2908
## 294 2.13 2890
## 295 2.28 2869
## 296 2.43 2819
## 297 2.59 2773
## 298 2.74 2710
## 299 2.91 2639
## 300 2.98 2599
## 301 3.01 2576
## 302 3.14 2522
## 303 3.28 2484
## 304 3.41 2430
## 305 3.55 2386
## 306 3.71 2347
## 307 3.77 2328
## 308 3.80 2309
## 309 3.92 2298
## 310 4.05 2254
## 311 4.19 2225
## 312 4.32 2201
## 313 4.58 2341
## 314 4.73 2484
## 315 4.82 2571
## 316 5.12 2867
## 317 5.44 3182
## 318 5.77 3517
## 319 6.10 3838
## 320 6.47 4012
## 321 6.63 4008
## 322 6.71 3993
## 323 7.01 3964
## 324 7.32 3940
## 325 7.63 3914
## 326 7.96 3927
## 327 8.33 3981
## 328 8.49 4073
## 329 8.57 4123
## 330 8.82 4125
## 331 9.10 4183
## 332 9.41 4271
## 333 9.68 4256
## 334 10.02 4291
## 335 10.18 4352
## 336 10.27 4362
## 337 10.54 4400
## 338 10.85 4419
## 339 11.18 4415
## 340 11.51 4494
## 341 11.90 4529
## 342 12.10 4554
## 343 12.21 4581
## 344 12.56 4692
## 345 12.90 4738
## 346 13.14 4578
## 347 13.15 3826
## 348 13.36 3456
## 349 13.51 3311
## 350 13.60 3289
## 351 13.88 3225
## 352 14.22 3281
## 353 14.60 3607
## 354 14.99 4517
## 355 15.43 5041
## 356 15.65 5291
## 357 15.76 5350
## 358 16.09 5421
## 359 16.44 5415
## 360 16.79 5318
## 361 17.14 5215
## 362 17.52 5072
## 363 17.72 4977
## 364 17.82 4934
## 365 18.12 4843
## 366 18.43 4759
## 367 18.75 4670
## 368 19.09 4571
## 369 19.46 4497
## 370 19.66 4439
## 371 19.78 4443
## 372 20.13 4538
## 373 20.50 4646
## 374 20.85 4708
## 375 21.12 4610
## 376 21.18 3950
## 377 21.19 3474
## 378 21.26 3405
## 379 21.53 3271
## 380 21.83 3150
## 381 22.13 3069
## 382 22.40 3097
## 383 22.50 3193
## 384 22.52 3234
## 385 22.60 3241
## 386 22.81 3117
## 387 23.05 2998
## 388 23.30 2898
## 389 23.56 2866
## 390 23.85 3300
## 391 24.02 3699
## 392 24.11 3698
## 393 24.32 3704
## 394 24.55 3657
## 395 24.77 3598
## 396 25.00 3525
## 397 25.26 3452
## 398 25.40 3343
## 399 25.47 3298
## 400 25.61 3116
## 401 25.77 2985
## 402 25.92 2844
## 403 26.07 2694
## 404 26.26 2526
## 405 26.36 2453
## 406 26.41 2428
## 407 26.54 2412
## 408 26.66 2329
## 409 26.78 2249
## 410 26.90 2188
## 411 27.04 2136
## 412 27.11 2074
## 413 27.15 2046
## 414 27.24 1976
## 415 27.32 1894
## 416 27.40 1800
## 417 27.47 1686
## 418 27.56 1560
## 419 27.62 1546
## 420 27.64 1523
## 421 27.71 1461
## 422 27.77 1416
## 423 27.84 1391
## 424 27.90 1387
## 425 27.99 1373
## 426 28.03 1335
## 427 28.05 1310
## 428 28.09 1250
## 429 28.15 1208
## 430 28.20 1166
## 431 28.25 1123
## 432 28.33 1081
## 433 28.36 1052
## 434 28.38 1052
## 435 28.42 1042
## 436 28.47 1019
## 437 28.51 989
## 438 28.56 956
## 439 28.61 899
## 440 28.64 883
## 441 28.66 870
## 442 28.70 868
## 443 28.73 836
## 444 28.77 799
## 445 28.80 768
## 446 28.84 735
## 447 28.86 709
## 448 28.87 694
## 449 28.90 650
## 450 28.93 626
## 451 28.95 607
## 452 28.98 590
## 453 29.01 566
## 454 29.03 549
## 455 29.04 543
## 456 29.09 529
## 457 29.11 525
## 458 29.14 516
## 459 29.17 511
## 460 29.19 510
## new_people_vaccinated_smoothed new_people_vaccinated_smoothed_per_hundred
## 1 4418 0.001
## 2 25926 0.008
## 3 68786 0.021
## 4 117957 0.036
## 5 175895 0.053
## 6 176237 0.053
## 7 165829 0.050
## 8 218799 0.066
## 9 274747 0.083
## 10 333043 0.100
## 11 322397 0.097
## 12 265948 0.080
## 13 260241 0.078
## 14 258822 0.078
## 15 287604 0.087
## 16 325297 0.098
## 17 362572 0.109
## 18 393953 0.119
## 19 405550 0.122
## 20 422356 0.127
## 21 427860 0.129
## 22 430929 0.130
## 23 434758 0.131
## 24 435833 0.131
## 25 500965 0.151
## 26 608667 0.183
## 27 625079 0.188
## 28 631431 0.190
## 29 649393 0.196
## 30 676149 0.204
## 31 704544 0.212
## 32 746036 0.225
## 33 784468 0.236
## 34 812424 0.245
## 35 823756 0.248
## 36 811555 0.244
## 37 818476 0.247
## 38 836211 0.252
## 39 860923 0.259
## 40 900315 0.271
## 41 925517 0.279
## 42 931804 0.281
## 43 963423 0.290
## 44 975853 0.294
## 45 989640 0.298
## 46 995292 0.300
## 47 992396 0.299
## 48 994641 0.300
## 49 997797 0.301
## 50 984891 0.297
## 51 971997 0.293
## 52 973247 0.293
## 53 975850 0.294
## 54 973356 0.293
## 55 986688 0.297
## 56 980234 0.295
## 57 989872 0.298
## 58 1000505 0.301
## 59 996070 0.300
## 60 980080 0.295
## 61 983412 0.296
## 62 985945 0.297
## 63 995877 0.300
## 64 963399 0.290
## 65 929092 0.280
## 66 886912 0.267
## 67 823711 0.248
## 68 744512 0.224
## 69 705522 0.213
## 70 692361 0.209
## 71 693400 0.209
## 72 703334 0.212
## 73 747894 0.225
## 74 848354 0.256
## 75 969665 0.292
## 76 1047379 0.315
## 77 1087444 0.328
## 78 1170521 0.353
## 79 1255814 0.378
## 80 1326812 0.400
## 81 1386737 0.418
## 82 1433979 0.432
## 83 1463957 0.441
## 84 1484354 0.447
## 85 1524867 0.459
## 86 1574250 0.474
## 87 1620096 0.488
## 88 1665947 0.502
## 89 1682229 0.507
## 90 1687143 0.508
## 91 1682963 0.507
## 92 1685208 0.508
## 93 1702552 0.513
## 94 1711815 0.516
## 95 1714457 0.516
## 96 1728239 0.521
## 97 1732010 0.522
## 98 1737029 0.523
## 99 1752224 0.528
## 100 1759780 0.530
## 101 1771402 0.534
## 102 1767375 0.532
## 103 1751853 0.528
## 104 1746200 0.526
## 105 1744557 0.525
## 106 1745195 0.526
## 107 1749624 0.527
## 108 1778741 0.536
## 109 1816229 0.547
## 110 1809566 0.545
## 111 1802843 0.543
## 112 1769420 0.533
## 113 1787477 0.538
## 114 1826805 0.550
## 115 1848035 0.557
## 116 1853421 0.558
## 117 1907980 0.575
## 118 1965159 0.592
## 119 2021638 0.609
## 120 2006886 0.604
## 121 1928352 0.581
## 122 1809216 0.545
## 123 1692463 0.510
## 124 1576825 0.475
## 125 1496334 0.451
## 126 1454100 0.438
## 127 1375517 0.414
## 128 1320693 0.398
## 129 1270762 0.383
## 130 1220128 0.367
## 131 1179878 0.355
## 132 1157155 0.349
## 133 1150318 0.346
## 134 1128797 0.340
## 135 1092663 0.329
## 136 1058798 0.319
## 137 1017642 0.307
## 138 982686 0.296
## 139 940085 0.283
## 140 916537 0.276
## 141 874344 0.263
## 142 832994 0.251
## 143 785991 0.237
## 144 738128 0.222
## 145 692925 0.209
## 146 664491 0.200
## 147 647303 0.195
## 148 625238 0.188
## 149 602668 0.182
## 150 578532 0.174
## 151 600368 0.181
## 152 643406 0.194
## 153 700758 0.211
## 154 739684 0.223
## 155 797339 0.240
## 156 844977 0.255
## 157 893855 0.269
## 158 893233 0.269
## 159 870650 0.262
## 160 845375 0.255
## 161 825607 0.249
## 162 789948 0.238
## 163 744056 0.224
## 164 697697 0.210
## 165 653762 0.197
## 166 606939 0.183
## 167 557119 0.168
## 168 537468 0.162
## 169 459465 0.138
## 170 439247 0.132
## 171 415580 0.125
## 172 394112 0.119
## 173 379377 0.114
## 174 375519 0.113
## 175 371288 0.112
## 176 411828 0.124
## 177 394408 0.119
## 178 379671 0.114
## 179 371291 0.112
## 180 360959 0.109
## 181 350513 0.106
## 182 342243 0.103
## 183 336423 0.101
## 184 330194 0.099
## 185 325444 0.098
## 186 317876 0.096
## 187 309345 0.093
## 188 302282 0.091
## 189 302125 0.091
## 190 297780 0.090
## 191 292637 0.088
## 192 288720 0.087
## 193 284099 0.086
## 194 281720 0.085
## 195 280910 0.085
## 196 283037 0.085
## 197 279386 0.084
## 198 275633 0.083
## 199 272383 0.082
## 200 268644 0.081
## 201 262211 0.079
## 202 255973 0.077
## 203 241763 0.073
## 204 231115 0.070
## 205 227701 0.069
## 206 224254 0.068
## 207 223935 0.067
## 208 226268 0.068
## 209 230486 0.069
## 210 243217 0.073
## 211 253795 0.076
## 212 254826 0.077
## 213 254893 0.077
## 214 256002 0.077
## 215 259545 0.078
## 216 261343 0.079
## 217 264017 0.080
## 218 273240 0.082
## 219 286211 0.086
## 220 300971 0.091
## 221 317909 0.096
## 222 338003 0.102
## 223 349155 0.105
## 224 358603 0.108
## 225 373932 0.113
## 226 389372 0.117
## 227 404138 0.122
## 228 415627 0.125
## 229 428054 0.129
## 230 434367 0.131
## 231 437841 0.132
## 232 446193 0.134
## 233 454368 0.137
## 234 463068 0.139
## 235 471922 0.142
## 236 479107 0.144
## 237 484114 0.146
## 238 485742 0.146
## 239 487736 0.147
## 240 486626 0.147
## 241 479015 0.144
## 242 472479 0.142
## 243 466037 0.140
## 244 463273 0.140
## 245 459569 0.138
## 246 451577 0.136
## 247 445844 0.134
## 248 444127 0.134
## 249 439271 0.132
## 250 433141 0.130
## 251 427336 0.129
## 252 423436 0.128
## 253 420233 0.127
## 254 416263 0.125
## 255 413844 0.125
## 256 413440 0.125
## 257 413087 0.124
## 258 412789 0.124
## 259 414125 0.125
## 260 410658 0.124
## 261 404559 0.122
## 262 398533 0.120
## 263 388236 0.117
## 264 376815 0.113
## 265 366432 0.110
## 266 362820 0.109
## 267 315014 0.095
## 268 305909 0.092
## 269 297224 0.090
## 270 292683 0.088
## 271 291987 0.088
## 272 293735 0.088
## 273 292159 0.088
## 274 328748 0.099
## 275 323213 0.097
## 276 315580 0.095
## 277 306784 0.092
## 278 292707 0.088
## 279 285149 0.086
## 280 279751 0.084
## 281 269437 0.081
## 282 261521 0.079
## 283 253026 0.076
## 284 245019 0.074
## 285 240704 0.072
## 286 240340 0.072
## 287 240451 0.072
## 288 245173 0.074
## 289 249475 0.075
## 290 254557 0.077
## 291 259533 0.078
## 292 258759 0.078
## 293 254581 0.077
## 294 252627 0.076
## 295 245233 0.074
## 296 238580 0.072
## 297 232764 0.070
## 298 227160 0.068
## 299 222490 0.067
## 300 218731 0.066
## 301 216834 0.065
## 302 213709 0.064
## 303 211468 0.064
## 304 208439 0.063
## 305 204904 0.062
## 306 201824 0.061
## 307 200871 0.061
## 308 199544 0.060
## 309 199203 0.060
## 310 195370 0.059
## 311 191956 0.058
## 312 189208 0.057
## 313 193633 0.058
## 314 198715 0.060
## 315 202202 0.061
## 316 213568 0.064
## 317 227305 0.068
## 318 242200 0.073
## 319 255241 0.077
## 320 260207 0.078
## 321 258949 0.078
## 322 257842 0.078
## 323 255188 0.077
## 324 253197 0.076
## 325 253830 0.076
## 326 261433 0.079
## 327 279599 0.084
## 328 311308 0.094
## 329 329467 0.099
## 330 356153 0.107
## 331 390192 0.118
## 332 427508 0.129
## 333 455781 0.137
## 334 482176 0.145
## 335 502900 0.151
## 336 504642 0.152
## 337 503154 0.152
## 338 498282 0.150
## 339 488746 0.147
## 340 482719 0.145
## 341 474708 0.143
## 342 464011 0.140
## 343 459162 0.138
## 344 463236 0.140
## 345 463555 0.140
## 346 448667 0.135
## 347 377427 0.114
## 348 338550 0.102
## 349 304350 0.092
## 350 295289 0.089
## 351 276147 0.083
## 352 264002 0.080
## 353 272101 0.082
## 354 334809 0.101
## 355 359867 0.108
## 356 371429 0.112
## 357 374758 0.113
## 358 379750 0.114
## 359 379288 0.114
## 360 371835 0.112
## 361 365684 0.110
## 362 356671 0.107
## 363 351745 0.106
## 364 349773 0.105
## 365 343700 0.104
## 366 338618 0.102
## 367 334550 0.101
## 368 332481 0.100
## 369 333807 0.101
## 370 336865 0.101
## 371 339371 0.102
## 372 352858 0.106
## 373 367132 0.111
## 374 376880 0.114
## 375 373764 0.113
## 376 326697 0.098
## 377 285780 0.086
## 378 280459 0.084
## 379 273690 0.082
## 380 269021 0.081
## 381 267387 0.081
## 382 272300 0.082
## 383 280588 0.085
## 384 285000 0.086
## 385 285689 0.086
## 386 278201 0.084
## 387 269539 0.081
## 388 261683 0.079
## 389 257196 0.077
## 390 291278 0.088
## 391 325892 0.098
## 392 326623 0.098
## 393 325053 0.098
## 394 320247 0.096
## 395 314603 0.095
## 396 309819 0.093
## 397 306912 0.092
## 398 299933 0.090
## 399 294769 0.089
## 400 278378 0.084
## 401 266221 0.080
## 402 253666 0.076
## 403 240046 0.072
## 404 225727 0.068
## 405 218178 0.066
## 406 216193 0.065
## 407 214490 0.065
## 408 207427 0.062
## 409 200122 0.060
## 410 194023 0.058
## 411 187103 0.056
## 412 179848 0.054
## 413 177106 0.053
## 414 170794 0.051
## 415 162847 0.049
## 416 154635 0.047
## 417 144511 0.044
## 418 133522 0.040
## 419 131615 0.040
## 420 129627 0.039
## 421 124941 0.038
## 422 121536 0.037
## 423 119594 0.036
## 424 119534 0.036
## 425 119262 0.036
## 426 116757 0.035
## 427 114544 0.035
## 428 108860 0.033
## 429 105114 0.032
## 430 101000 0.030
## 431 96751 0.029
## 432 92755 0.028
## 433 90328 0.027
## 434 90162 0.027
## 435 89105 0.027
## 436 87382 0.026
## 437 85206 0.026
## 438 82808 0.025
## 439 78645 0.024
## 440 77323 0.023
## 441 76162 0.023
## 442 75626 0.023
## 443 72807 0.022
## 444 69797 0.021
## 445 67187 0.020
## 446 64509 0.019
## 447 62162 0.019
## 448 60959 0.018
## 449 57932 0.017
## 450 55970 0.017
## 451 54231 0.016
## 452 52725 0.016
## 453 50764 0.015
## 454 49185 0.015
## 455 48488 0.015
## 456 46950 0.014
## 457 46572 0.014
## 458 45650 0.014
## 459 45151 0.014
## 460 44913 0.014
## stringency_index population population_density median_age aged_65_older
## 1 71.76 332915074 35.608 38.3 15.413
## 2 71.76 332915074 35.608 38.3 15.413
## 3 71.76 332915074 35.608 38.3 15.413
## 4 71.76 332915074 35.608 38.3 15.413
## 5 71.76 332915074 35.608 38.3 15.413
## 6 71.76 332915074 35.608 38.3 15.413
## 7 71.76 332915074 35.608 38.3 15.413
## 8 71.76 332915074 35.608 38.3 15.413
## 9 71.76 332915074 35.608 38.3 15.413
## 10 71.76 332915074 35.608 38.3 15.413
## 11 71.76 332915074 35.608 38.3 15.413
## 12 71.76 332915074 35.608 38.3 15.413
## 13 71.76 332915074 35.608 38.3 15.413
## 14 71.76 332915074 35.608 38.3 15.413
## 15 71.76 332915074 35.608 38.3 15.413
## 16 71.76 332915074 35.608 38.3 15.413
## 17 71.76 332915074 35.608 38.3 15.413
## 18 71.76 332915074 35.608 38.3 15.413
## 19 71.76 332915074 35.608 38.3 15.413
## 20 71.76 332915074 35.608 38.3 15.413
## 21 71.76 332915074 35.608 38.3 15.413
## 22 71.76 332915074 35.608 38.3 15.413
## 23 71.76 332915074 35.608 38.3 15.413
## 24 71.76 332915074 35.608 38.3 15.413
## 25 71.76 332915074 35.608 38.3 15.413
## 26 71.76 332915074 35.608 38.3 15.413
## 27 71.76 332915074 35.608 38.3 15.413
## 28 71.76 332915074 35.608 38.3 15.413
## 29 71.76 332915074 35.608 38.3 15.413
## 30 71.76 332915074 35.608 38.3 15.413
## 31 71.76 332915074 35.608 38.3 15.413
## 32 71.76 332915074 35.608 38.3 15.413
## 33 71.76 332915074 35.608 38.3 15.413
## 34 71.76 332915074 35.608 38.3 15.413
## 35 71.76 332915074 35.608 38.3 15.413
## 36 71.76 332915074 35.608 38.3 15.413
## 37 71.76 332915074 35.608 38.3 15.413
## 38 71.76 332915074 35.608 38.3 15.413
## 39 71.76 332915074 35.608 38.3 15.413
## 40 71.76 332915074 35.608 38.3 15.413
## 41 71.76 332915074 35.608 38.3 15.413
## 42 71.76 332915074 35.608 38.3 15.413
## 43 71.76 332915074 35.608 38.3 15.413
## 44 71.76 332915074 35.608 38.3 15.413
## 45 71.76 332915074 35.608 38.3 15.413
## 46 71.76 332915074 35.608 38.3 15.413
## 47 71.76 332915074 35.608 38.3 15.413
## 48 71.76 332915074 35.608 38.3 15.413
## 49 71.76 332915074 35.608 38.3 15.413
## 50 71.76 332915074 35.608 38.3 15.413
## 51 71.76 332915074 35.608 38.3 15.413
## 52 68.06 332915074 35.608 38.3 15.413
## 53 68.06 332915074 35.608 38.3 15.413
## 54 68.06 332915074 35.608 38.3 15.413
## 55 68.06 332915074 35.608 38.3 15.413
## 56 68.06 332915074 35.608 38.3 15.413
## 57 68.06 332915074 35.608 38.3 15.413
## 58 68.06 332915074 35.608 38.3 15.413
## 59 68.06 332915074 35.608 38.3 15.413
## 60 68.06 332915074 35.608 38.3 15.413
## 61 68.06 332915074 35.608 38.3 15.413
## 62 68.06 332915074 35.608 38.3 15.413
## 63 68.06 332915074 35.608 38.3 15.413
## 64 68.06 332915074 35.608 38.3 15.413
## 65 68.06 332915074 35.608 38.3 15.413
## 66 68.06 332915074 35.608 38.3 15.413
## 67 68.06 332915074 35.608 38.3 15.413
## 68 68.06 332915074 35.608 38.3 15.413
## 69 68.06 332915074 35.608 38.3 15.413
## 70 68.06 332915074 35.608 38.3 15.413
## 71 68.06 332915074 35.608 38.3 15.413
## 72 68.06 332915074 35.608 38.3 15.413
## 73 68.06 332915074 35.608 38.3 15.413
## 74 68.06 332915074 35.608 38.3 15.413
## 75 68.06 332915074 35.608 38.3 15.413
## 76 68.06 332915074 35.608 38.3 15.413
## 77 68.06 332915074 35.608 38.3 15.413
## 78 68.06 332915074 35.608 38.3 15.413
## 79 68.06 332915074 35.608 38.3 15.413
## 80 68.06 332915074 35.608 38.3 15.413
## 81 64.35 332915074 35.608 38.3 15.413
## 82 64.35 332915074 35.608 38.3 15.413
## 83 64.35 332915074 35.608 38.3 15.413
## 84 64.35 332915074 35.608 38.3 15.413
## 85 64.35 332915074 35.608 38.3 15.413
## 86 64.35 332915074 35.608 38.3 15.413
## 87 64.35 332915074 35.608 38.3 15.413
## 88 64.35 332915074 35.608 38.3 15.413
## 89 64.35 332915074 35.608 38.3 15.413
## 90 64.35 332915074 35.608 38.3 15.413
## 91 64.35 332915074 35.608 38.3 15.413
## 92 64.35 332915074 35.608 38.3 15.413
## 93 64.35 332915074 35.608 38.3 15.413
## 94 64.35 332915074 35.608 38.3 15.413
## 95 64.35 332915074 35.608 38.3 15.413
## 96 64.35 332915074 35.608 38.3 15.413
## 97 64.35 332915074 35.608 38.3 15.413
## 98 64.35 332915074 35.608 38.3 15.413
## 99 66.20 332915074 35.608 38.3 15.413
## 100 61.57 332915074 35.608 38.3 15.413
## 101 61.57 332915074 35.608 38.3 15.413
## 102 61.57 332915074 35.608 38.3 15.413
## 103 61.57 332915074 35.608 38.3 15.413
## 104 61.57 332915074 35.608 38.3 15.413
## 105 61.57 332915074 35.608 38.3 15.413
## 106 58.80 332915074 35.608 38.3 15.413
## 107 56.94 332915074 35.608 38.3 15.413
## 108 56.94 332915074 35.608 38.3 15.413
## 109 56.94 332915074 35.608 38.3 15.413
## 110 56.94 332915074 35.608 38.3 15.413
## 111 56.94 332915074 35.608 38.3 15.413
## 112 56.94 332915074 35.608 38.3 15.413
## 113 56.94 332915074 35.608 38.3 15.413
## 114 56.94 332915074 35.608 38.3 15.413
## 115 56.94 332915074 35.608 38.3 15.413
## 116 56.94 332915074 35.608 38.3 15.413
## 117 56.94 332915074 35.608 38.3 15.413
## 118 56.94 332915074 35.608 38.3 15.413
## 119 56.94 332915074 35.608 38.3 15.413
## 120 56.94 332915074 35.608 38.3 15.413
## 121 56.94 332915074 35.608 38.3 15.413
## 122 56.94 332915074 35.608 38.3 15.413
## 123 56.94 332915074 35.608 38.3 15.413
## 124 56.94 332915074 35.608 38.3 15.413
## 125 56.94 332915074 35.608 38.3 15.413
## 126 56.94 332915074 35.608 38.3 15.413
## 127 56.94 332915074 35.608 38.3 15.413
## 128 56.94 332915074 35.608 38.3 15.413
## 129 56.94 332915074 35.608 38.3 15.413
## 130 56.94 332915074 35.608 38.3 15.413
## 131 56.94 332915074 35.608 38.3 15.413
## 132 56.94 332915074 35.608 38.3 15.413
## 133 56.94 332915074 35.608 38.3 15.413
## 134 56.94 332915074 35.608 38.3 15.413
## 135 56.94 332915074 35.608 38.3 15.413
## 136 56.94 332915074 35.608 38.3 15.413
## 137 56.94 332915074 35.608 38.3 15.413
## 138 56.94 332915074 35.608 38.3 15.413
## 139 56.94 332915074 35.608 38.3 15.413
## 140 56.94 332915074 35.608 38.3 15.413
## 141 56.94 332915074 35.608 38.3 15.413
## 142 56.94 332915074 35.608 38.3 15.413
## 143 56.94 332915074 35.608 38.3 15.413
## 144 56.94 332915074 35.608 38.3 15.413
## 145 56.94 332915074 35.608 38.3 15.413
## 146 56.94 332915074 35.608 38.3 15.413
## 147 52.31 332915074 35.608 38.3 15.413
## 148 52.31 332915074 35.608 38.3 15.413
## 149 52.31 332915074 35.608 38.3 15.413
## 150 52.31 332915074 35.608 38.3 15.413
## 151 52.31 332915074 35.608 38.3 15.413
## 152 52.31 332915074 35.608 38.3 15.413
## 153 52.31 332915074 35.608 38.3 15.413
## 154 52.31 332915074 35.608 38.3 15.413
## 155 52.31 332915074 35.608 38.3 15.413
## 156 52.31 332915074 35.608 38.3 15.413
## 157 52.31 332915074 35.608 38.3 15.413
## 158 52.31 332915074 35.608 38.3 15.413
## 159 52.31 332915074 35.608 38.3 15.413
## 160 52.31 332915074 35.608 38.3 15.413
## 161 46.76 332915074 35.608 38.3 15.413
## 162 46.76 332915074 35.608 38.3 15.413
## 163 46.76 332915074 35.608 38.3 15.413
## 164 46.76 332915074 35.608 38.3 15.413
## 165 46.76 332915074 35.608 38.3 15.413
## 166 46.76 332915074 35.608 38.3 15.413
## 167 46.76 332915074 35.608 38.3 15.413
## 168 46.76 332915074 35.608 38.3 15.413
## 169 46.76 332915074 35.608 38.3 15.413
## 170 46.76 332915074 35.608 38.3 15.413
## 171 46.76 332915074 35.608 38.3 15.413
## 172 46.76 332915074 35.608 38.3 15.413
## 173 46.76 332915074 35.608 38.3 15.413
## 174 46.76 332915074 35.608 38.3 15.413
## 175 46.76 332915074 35.608 38.3 15.413
## 176 46.76 332915074 35.608 38.3 15.413
## 177 46.76 332915074 35.608 38.3 15.413
## 178 46.76 332915074 35.608 38.3 15.413
## 179 46.76 332915074 35.608 38.3 15.413
## 180 46.76 332915074 35.608 38.3 15.413
## 181 46.76 332915074 35.608 38.3 15.413
## 182 46.76 332915074 35.608 38.3 15.413
## 183 58.80 332915074 35.608 38.3 15.413
## 184 58.80 332915074 35.608 38.3 15.413
## 185 58.80 332915074 35.608 38.3 15.413
## 186 58.80 332915074 35.608 38.3 15.413
## 187 58.80 332915074 35.608 38.3 15.413
## 188 58.80 332915074 35.608 38.3 15.413
## 189 58.80 332915074 35.608 38.3 15.413
## 190 61.57 332915074 35.608 38.3 15.413
## 191 61.57 332915074 35.608 38.3 15.413
## 192 61.57 332915074 35.608 38.3 15.413
## 193 61.57 332915074 35.608 38.3 15.413
## 194 61.57 332915074 35.608 38.3 15.413
## 195 61.57 332915074 35.608 38.3 15.413
## 196 61.57 332915074 35.608 38.3 15.413
## 197 61.57 332915074 35.608 38.3 15.413
## 198 61.57 332915074 35.608 38.3 15.413
## 199 61.57 332915074 35.608 38.3 15.413
## 200 61.57 332915074 35.608 38.3 15.413
## 201 61.57 332915074 35.608 38.3 15.413
## 202 61.57 332915074 35.608 38.3 15.413
## 203 61.57 332915074 35.608 38.3 15.413
## 204 61.57 332915074 35.608 38.3 15.413
## 205 61.57 332915074 35.608 38.3 15.413
## 206 61.57 332915074 35.608 38.3 15.413
## 207 49.54 332915074 35.608 38.3 15.413
## 208 49.54 332915074 35.608 38.3 15.413
## 209 49.54 332915074 35.608 38.3 15.413
## 210 49.54 332915074 35.608 38.3 15.413
## 211 49.54 332915074 35.608 38.3 15.413
## 212 49.54 332915074 35.608 38.3 15.413
## 213 49.54 332915074 35.608 38.3 15.413
## 214 49.54 332915074 35.608 38.3 15.413
## 215 49.54 332915074 35.608 38.3 15.413
## 216 49.54 332915074 35.608 38.3 15.413
## 217 49.54 332915074 35.608 38.3 15.413
## 218 49.54 332915074 35.608 38.3 15.413
## 219 49.54 332915074 35.608 38.3 15.413
## 220 49.54 332915074 35.608 38.3 15.413
## 221 49.54 332915074 35.608 38.3 15.413
## 222 49.54 332915074 35.608 38.3 15.413
## 223 49.54 332915074 35.608 38.3 15.413
## 224 49.54 332915074 35.608 38.3 15.413
## 225 49.54 332915074 35.608 38.3 15.413
## 226 49.54 332915074 35.608 38.3 15.413
## 227 49.54 332915074 35.608 38.3 15.413
## 228 49.54 332915074 35.608 38.3 15.413
## 229 49.54 332915074 35.608 38.3 15.413
## 230 49.54 332915074 35.608 38.3 15.413
## 231 49.54 332915074 35.608 38.3 15.413
## 232 49.54 332915074 35.608 38.3 15.413
## 233 49.54 332915074 35.608 38.3 15.413
## 234 49.54 332915074 35.608 38.3 15.413
## 235 49.54 332915074 35.608 38.3 15.413
## 236 49.54 332915074 35.608 38.3 15.413
## 237 49.54 332915074 35.608 38.3 15.413
## 238 49.54 332915074 35.608 38.3 15.413
## 239 49.54 332915074 35.608 38.3 15.413
## 240 56.02 332915074 35.608 38.3 15.413
## 241 56.02 332915074 35.608 38.3 15.413
## 242 56.02 332915074 35.608 38.3 15.413
## 243 56.02 332915074 35.608 38.3 15.413
## 244 56.02 332915074 35.608 38.3 15.413
## 245 56.02 332915074 35.608 38.3 15.413
## 246 56.02 332915074 35.608 38.3 15.413
## 247 56.02 332915074 35.608 38.3 15.413
## 248 56.02 332915074 35.608 38.3 15.413
## 249 56.02 332915074 35.608 38.3 15.413
## 250 56.02 332915074 35.608 38.3 15.413
## 251 56.02 332915074 35.608 38.3 15.413
## 252 56.02 332915074 35.608 38.3 15.413
## 253 56.02 332915074 35.608 38.3 15.413
## 254 56.02 332915074 35.608 38.3 15.413
## 255 56.02 332915074 35.608 38.3 15.413
## 256 56.02 332915074 35.608 38.3 15.413
## 257 56.02 332915074 35.608 38.3 15.413
## 258 56.02 332915074 35.608 38.3 15.413
## 259 56.02 332915074 35.608 38.3 15.413
## 260 57.87 332915074 35.608 38.3 15.413
## 261 57.87 332915074 35.608 38.3 15.413
## 262 52.31 332915074 35.608 38.3 15.413
## 263 52.31 332915074 35.608 38.3 15.413
## 264 52.31 332915074 35.608 38.3 15.413
## 265 52.31 332915074 35.608 38.3 15.413
## 266 52.31 332915074 35.608 38.3 15.413
## 267 52.31 332915074 35.608 38.3 15.413
## 268 52.31 332915074 35.608 38.3 15.413
## 269 52.31 332915074 35.608 38.3 15.413
## 270 52.31 332915074 35.608 38.3 15.413
## 271 52.31 332915074 35.608 38.3 15.413
## 272 52.31 332915074 35.608 38.3 15.413
## 273 52.31 332915074 35.608 38.3 15.413
## 274 56.02 332915074 35.608 38.3 15.413
## 275 56.02 332915074 35.608 38.3 15.413
## 276 56.02 332915074 35.608 38.3 15.413
## 277 56.02 332915074 35.608 38.3 15.413
## 278 56.02 332915074 35.608 38.3 15.413
## 279 56.02 332915074 35.608 38.3 15.413
## 280 56.02 332915074 35.608 38.3 15.413
## 281 56.02 332915074 35.608 38.3 15.413
## 282 56.02 332915074 35.608 38.3 15.413
## 283 56.02 332915074 35.608 38.3 15.413
## 284 56.02 332915074 35.608 38.3 15.413
## 285 56.02 332915074 35.608 38.3 15.413
## 286 56.02 332915074 35.608 38.3 15.413
## 287 56.02 332915074 35.608 38.3 15.413
## 288 56.02 332915074 35.608 38.3 15.413
## 289 56.02 332915074 35.608 38.3 15.413
## 290 56.02 332915074 35.608 38.3 15.413
## 291 56.02 332915074 35.608 38.3 15.413
## 292 56.02 332915074 35.608 38.3 15.413
## 293 56.02 332915074 35.608 38.3 15.413
## 294 56.02 332915074 35.608 38.3 15.413
## 295 56.02 332915074 35.608 38.3 15.413
## 296 56.02 332915074 35.608 38.3 15.413
## 297 56.02 332915074 35.608 38.3 15.413
## 298 56.02 332915074 35.608 38.3 15.413
## 299 56.02 332915074 35.608 38.3 15.413
## 300 56.02 332915074 35.608 38.3 15.413
## 301 56.02 332915074 35.608 38.3 15.413
## 302 56.02 332915074 35.608 38.3 15.413
## 303 56.02 332915074 35.608 38.3 15.413
## 304 56.02 332915074 35.608 38.3 15.413
## 305 56.02 332915074 35.608 38.3 15.413
## 306 56.02 332915074 35.608 38.3 15.413
## 307 56.02 332915074 35.608 38.3 15.413
## 308 56.02 332915074 35.608 38.3 15.413
## 309 56.02 332915074 35.608 38.3 15.413
## 310 56.02 332915074 35.608 38.3 15.413
## 311 56.02 332915074 35.608 38.3 15.413
## 312 56.02 332915074 35.608 38.3 15.413
## 313 56.02 332915074 35.608 38.3 15.413
## 314 56.02 332915074 35.608 38.3 15.413
## 315 56.02 332915074 35.608 38.3 15.413
## 316 56.02 332915074 35.608 38.3 15.413
## 317 56.02 332915074 35.608 38.3 15.413
## 318 56.02 332915074 35.608 38.3 15.413
## 319 56.02 332915074 35.608 38.3 15.413
## 320 56.02 332915074 35.608 38.3 15.413
## 321 56.02 332915074 35.608 38.3 15.413
## 322 56.02 332915074 35.608 38.3 15.413
## 323 56.02 332915074 35.608 38.3 15.413
## 324 56.02 332915074 35.608 38.3 15.413
## 325 56.02 332915074 35.608 38.3 15.413
## 326 56.02 332915074 35.608 38.3 15.413
## 327 56.02 332915074 35.608 38.3 15.413
## 328 56.02 332915074 35.608 38.3 15.413
## 329 56.02 332915074 35.608 38.3 15.413
## 330 50.46 332915074 35.608 38.3 15.413
## 331 50.46 332915074 35.608 38.3 15.413
## 332 50.46 332915074 35.608 38.3 15.413
## 333 50.46 332915074 35.608 38.3 15.413
## 334 50.46 332915074 35.608 38.3 15.413
## 335 50.46 332915074 35.608 38.3 15.413
## 336 50.46 332915074 35.608 38.3 15.413
## 337 50.46 332915074 35.608 38.3 15.413
## 338 50.46 332915074 35.608 38.3 15.413
## 339 50.46 332915074 35.608 38.3 15.413
## 340 50.46 332915074 35.608 38.3 15.413
## 341 50.46 332915074 35.608 38.3 15.413
## 342 50.46 332915074 35.608 38.3 15.413
## 343 50.46 332915074 35.608 38.3 15.413
## 344 50.46 332915074 35.608 38.3 15.413
## 345 50.46 332915074 35.608 38.3 15.413
## 346 50.46 332915074 35.608 38.3 15.413
## 347 50.46 332915074 35.608 38.3 15.413
## 348 50.46 332915074 35.608 38.3 15.413
## 349 50.46 332915074 35.608 38.3 15.413
## 350 50.46 332915074 35.608 38.3 15.413
## 351 56.02 332915074 35.608 38.3 15.413
## 352 47.69 332915074 35.608 38.3 15.413
## 353 47.69 332915074 35.608 38.3 15.413
## 354 47.69 332915074 35.608 38.3 15.413
## 355 47.69 332915074 35.608 38.3 15.413
## 356 47.69 332915074 35.608 38.3 15.413
## 357 47.69 332915074 35.608 38.3 15.413
## 358 47.69 332915074 35.608 38.3 15.413
## 359 47.69 332915074 35.608 38.3 15.413
## 360 47.69 332915074 35.608 38.3 15.413
## 361 47.69 332915074 35.608 38.3 15.413
## 362 47.69 332915074 35.608 38.3 15.413
## 363 47.69 332915074 35.608 38.3 15.413
## 364 47.69 332915074 35.608 38.3 15.413
## 365 47.69 332915074 35.608 38.3 15.413
## 366 47.69 332915074 35.608 38.3 15.413
## 367 47.69 332915074 35.608 38.3 15.413
## 368 47.69 332915074 35.608 38.3 15.413
## 369 47.69 332915074 35.608 38.3 15.413
## 370 47.69 332915074 35.608 38.3 15.413
## 371 47.69 332915074 35.608 38.3 15.413
## 372 47.69 332915074 35.608 38.3 15.413
## 373 47.69 332915074 35.608 38.3 15.413
## 374 47.69 332915074 35.608 38.3 15.413
## 375 47.69 332915074 35.608 38.3 15.413
## 376 47.69 332915074 35.608 38.3 15.413
## 377 47.69 332915074 35.608 38.3 15.413
## 378 47.69 332915074 35.608 38.3 15.413
## 379 50.46 332915074 35.608 38.3 15.413
## 380 50.46 332915074 35.608 38.3 15.413
## 381 50.46 332915074 35.608 38.3 15.413
## 382 50.46 332915074 35.608 38.3 15.413
## 383 50.46 332915074 35.608 38.3 15.413
## 384 50.46 332915074 35.608 38.3 15.413
## 385 50.46 332915074 35.608 38.3 15.413
## 386 50.46 332915074 35.608 38.3 15.413
## 387 50.46 332915074 35.608 38.3 15.413
## 388 50.46 332915074 35.608 38.3 15.413
## 389 50.46 332915074 35.608 38.3 15.413
## 390 50.46 332915074 35.608 38.3 15.413
## 391 50.46 332915074 35.608 38.3 15.413
## 392 50.46 332915074 35.608 38.3 15.413
## 393 50.46 332915074 35.608 38.3 15.413
## 394 50.46 332915074 35.608 38.3 15.413
## 395 50.46 332915074 35.608 38.3 15.413
## 396 50.46 332915074 35.608 38.3 15.413
## 397 50.46 332915074 35.608 38.3 15.413
## 398 50.46 332915074 35.608 38.3 15.413
## 399 50.46 332915074 35.608 38.3 15.413
## 400 50.46 332915074 35.608 38.3 15.413
## 401 50.46 332915074 35.608 38.3 15.413
## 402 56.02 332915074 35.608 38.3 15.413
## 403 56.02 332915074 35.608 38.3 15.413
## 404 56.02 332915074 35.608 38.3 15.413
## 405 56.02 332915074 35.608 38.3 15.413
## 406 56.02 332915074 35.608 38.3 15.413
## 407 56.02 332915074 35.608 38.3 15.413
## 408 56.02 332915074 35.608 38.3 15.413
## 409 56.02 332915074 35.608 38.3 15.413
## 410 56.02 332915074 35.608 38.3 15.413
## 411 56.02 332915074 35.608 38.3 15.413
## 412 56.02 332915074 35.608 38.3 15.413
## 413 56.02 332915074 35.608 38.3 15.413
## 414 56.02 332915074 35.608 38.3 15.413
## 415 58.80 332915074 35.608 38.3 15.413
## 416 58.80 332915074 35.608 38.3 15.413
## 417 58.80 332915074 35.608 38.3 15.413
## 418 58.80 332915074 35.608 38.3 15.413
## 419 58.80 332915074 35.608 38.3 15.413
## 420 58.80 332915074 35.608 38.3 15.413
## 421 58.80 332915074 35.608 38.3 15.413
## 422 58.80 332915074 35.608 38.3 15.413
## 423 58.80 332915074 35.608 38.3 15.413
## 424 58.80 332915074 35.608 38.3 15.413
## 425 58.80 332915074 35.608 38.3 15.413
## 426 58.80 332915074 35.608 38.3 15.413
## 427 58.80 332915074 35.608 38.3 15.413
## 428 58.80 332915074 35.608 38.3 15.413
## 429 58.80 332915074 35.608 38.3 15.413
## 430 58.80 332915074 35.608 38.3 15.413
## 431 58.80 332915074 35.608 38.3 15.413
## 432 58.80 332915074 35.608 38.3 15.413
## 433 58.80 332915074 35.608 38.3 15.413
## 434 58.80 332915074 35.608 38.3 15.413
## 435 58.80 332915074 35.608 38.3 15.413
## 436 58.80 332915074 35.608 38.3 15.413
## 437 58.80 332915074 35.608 38.3 15.413
## 438 58.80 332915074 35.608 38.3 15.413
## 439 58.80 332915074 35.608 38.3 15.413
## 440 58.80 332915074 35.608 38.3 15.413
## 441 58.80 332915074 35.608 38.3 15.413
## 442 53.24 332915074 35.608 38.3 15.413
## 443 53.24 332915074 35.608 38.3 15.413
## 444 53.24 332915074 35.608 38.3 15.413
## 445 53.24 332915074 35.608 38.3 15.413
## 446 53.24 332915074 35.608 38.3 15.413
## 447 53.24 332915074 35.608 38.3 15.413
## 448 53.24 332915074 35.608 38.3 15.413
## 449 53.24 332915074 35.608 38.3 15.413
## 450 53.24 332915074 35.608 38.3 15.413
## 451 53.24 332915074 35.608 38.3 15.413
## 452 53.24 332915074 35.608 38.3 15.413
## 453 53.24 332915074 35.608 38.3 15.413
## 454 53.24 332915074 35.608 38.3 15.413
## 455 53.24 332915074 35.608 38.3 15.413
## 456 53.24 332915074 35.608 38.3 15.413
## 457 58.80 332915074 35.608 38.3 15.413
## 458 NA 332915074 35.608 38.3 15.413
## 459 NA 332915074 35.608 38.3 15.413
## 460 NA 332915074 35.608 38.3 15.413
## aged_70_older gdp_per_capita extreme_poverty cardiovasc_death_rate
## 1 9.732 54225.45 1.2 151.089
## 2 9.732 54225.45 1.2 151.089
## 3 9.732 54225.45 1.2 151.089
## 4 9.732 54225.45 1.2 151.089
## 5 9.732 54225.45 1.2 151.089
## 6 9.732 54225.45 1.2 151.089
## 7 9.732 54225.45 1.2 151.089
## 8 9.732 54225.45 1.2 151.089
## 9 9.732 54225.45 1.2 151.089
## 10 9.732 54225.45 1.2 151.089
## 11 9.732 54225.45 1.2 151.089
## 12 9.732 54225.45 1.2 151.089
## 13 9.732 54225.45 1.2 151.089
## 14 9.732 54225.45 1.2 151.089
## 15 9.732 54225.45 1.2 151.089
## 16 9.732 54225.45 1.2 151.089
## 17 9.732 54225.45 1.2 151.089
## 18 9.732 54225.45 1.2 151.089
## 19 9.732 54225.45 1.2 151.089
## 20 9.732 54225.45 1.2 151.089
## 21 9.732 54225.45 1.2 151.089
## 22 9.732 54225.45 1.2 151.089
## 23 9.732 54225.45 1.2 151.089
## 24 9.732 54225.45 1.2 151.089
## 25 9.732 54225.45 1.2 151.089
## 26 9.732 54225.45 1.2 151.089
## 27 9.732 54225.45 1.2 151.089
## 28 9.732 54225.45 1.2 151.089
## 29 9.732 54225.45 1.2 151.089
## 30 9.732 54225.45 1.2 151.089
## 31 9.732 54225.45 1.2 151.089
## 32 9.732 54225.45 1.2 151.089
## 33 9.732 54225.45 1.2 151.089
## 34 9.732 54225.45 1.2 151.089
## 35 9.732 54225.45 1.2 151.089
## 36 9.732 54225.45 1.2 151.089
## 37 9.732 54225.45 1.2 151.089
## 38 9.732 54225.45 1.2 151.089
## 39 9.732 54225.45 1.2 151.089
## 40 9.732 54225.45 1.2 151.089
## 41 9.732 54225.45 1.2 151.089
## 42 9.732 54225.45 1.2 151.089
## 43 9.732 54225.45 1.2 151.089
## 44 9.732 54225.45 1.2 151.089
## 45 9.732 54225.45 1.2 151.089
## 46 9.732 54225.45 1.2 151.089
## 47 9.732 54225.45 1.2 151.089
## 48 9.732 54225.45 1.2 151.089
## 49 9.732 54225.45 1.2 151.089
## 50 9.732 54225.45 1.2 151.089
## 51 9.732 54225.45 1.2 151.089
## 52 9.732 54225.45 1.2 151.089
## 53 9.732 54225.45 1.2 151.089
## 54 9.732 54225.45 1.2 151.089
## 55 9.732 54225.45 1.2 151.089
## 56 9.732 54225.45 1.2 151.089
## 57 9.732 54225.45 1.2 151.089
## 58 9.732 54225.45 1.2 151.089
## 59 9.732 54225.45 1.2 151.089
## 60 9.732 54225.45 1.2 151.089
## 61 9.732 54225.45 1.2 151.089
## 62 9.732 54225.45 1.2 151.089
## 63 9.732 54225.45 1.2 151.089
## 64 9.732 54225.45 1.2 151.089
## 65 9.732 54225.45 1.2 151.089
## 66 9.732 54225.45 1.2 151.089
## 67 9.732 54225.45 1.2 151.089
## 68 9.732 54225.45 1.2 151.089
## 69 9.732 54225.45 1.2 151.089
## 70 9.732 54225.45 1.2 151.089
## 71 9.732 54225.45 1.2 151.089
## 72 9.732 54225.45 1.2 151.089
## 73 9.732 54225.45 1.2 151.089
## 74 9.732 54225.45 1.2 151.089
## 75 9.732 54225.45 1.2 151.089
## 76 9.732 54225.45 1.2 151.089
## 77 9.732 54225.45 1.2 151.089
## 78 9.732 54225.45 1.2 151.089
## 79 9.732 54225.45 1.2 151.089
## 80 9.732 54225.45 1.2 151.089
## 81 9.732 54225.45 1.2 151.089
## 82 9.732 54225.45 1.2 151.089
## 83 9.732 54225.45 1.2 151.089
## 84 9.732 54225.45 1.2 151.089
## 85 9.732 54225.45 1.2 151.089
## 86 9.732 54225.45 1.2 151.089
## 87 9.732 54225.45 1.2 151.089
## 88 9.732 54225.45 1.2 151.089
## 89 9.732 54225.45 1.2 151.089
## 90 9.732 54225.45 1.2 151.089
## 91 9.732 54225.45 1.2 151.089
## 92 9.732 54225.45 1.2 151.089
## 93 9.732 54225.45 1.2 151.089
## 94 9.732 54225.45 1.2 151.089
## 95 9.732 54225.45 1.2 151.089
## 96 9.732 54225.45 1.2 151.089
## 97 9.732 54225.45 1.2 151.089
## 98 9.732 54225.45 1.2 151.089
## 99 9.732 54225.45 1.2 151.089
## 100 9.732 54225.45 1.2 151.089
## 101 9.732 54225.45 1.2 151.089
## 102 9.732 54225.45 1.2 151.089
## 103 9.732 54225.45 1.2 151.089
## 104 9.732 54225.45 1.2 151.089
## 105 9.732 54225.45 1.2 151.089
## 106 9.732 54225.45 1.2 151.089
## 107 9.732 54225.45 1.2 151.089
## 108 9.732 54225.45 1.2 151.089
## 109 9.732 54225.45 1.2 151.089
## 110 9.732 54225.45 1.2 151.089
## 111 9.732 54225.45 1.2 151.089
## 112 9.732 54225.45 1.2 151.089
## 113 9.732 54225.45 1.2 151.089
## 114 9.732 54225.45 1.2 151.089
## 115 9.732 54225.45 1.2 151.089
## 116 9.732 54225.45 1.2 151.089
## 117 9.732 54225.45 1.2 151.089
## 118 9.732 54225.45 1.2 151.089
## 119 9.732 54225.45 1.2 151.089
## 120 9.732 54225.45 1.2 151.089
## 121 9.732 54225.45 1.2 151.089
## 122 9.732 54225.45 1.2 151.089
## 123 9.732 54225.45 1.2 151.089
## 124 9.732 54225.45 1.2 151.089
## 125 9.732 54225.45 1.2 151.089
## 126 9.732 54225.45 1.2 151.089
## 127 9.732 54225.45 1.2 151.089
## 128 9.732 54225.45 1.2 151.089
## 129 9.732 54225.45 1.2 151.089
## 130 9.732 54225.45 1.2 151.089
## 131 9.732 54225.45 1.2 151.089
## 132 9.732 54225.45 1.2 151.089
## 133 9.732 54225.45 1.2 151.089
## 134 9.732 54225.45 1.2 151.089
## 135 9.732 54225.45 1.2 151.089
## 136 9.732 54225.45 1.2 151.089
## 137 9.732 54225.45 1.2 151.089
## 138 9.732 54225.45 1.2 151.089
## 139 9.732 54225.45 1.2 151.089
## 140 9.732 54225.45 1.2 151.089
## 141 9.732 54225.45 1.2 151.089
## 142 9.732 54225.45 1.2 151.089
## 143 9.732 54225.45 1.2 151.089
## 144 9.732 54225.45 1.2 151.089
## 145 9.732 54225.45 1.2 151.089
## 146 9.732 54225.45 1.2 151.089
## 147 9.732 54225.45 1.2 151.089
## 148 9.732 54225.45 1.2 151.089
## 149 9.732 54225.45 1.2 151.089
## 150 9.732 54225.45 1.2 151.089
## 151 9.732 54225.45 1.2 151.089
## 152 9.732 54225.45 1.2 151.089
## 153 9.732 54225.45 1.2 151.089
## 154 9.732 54225.45 1.2 151.089
## 155 9.732 54225.45 1.2 151.089
## 156 9.732 54225.45 1.2 151.089
## 157 9.732 54225.45 1.2 151.089
## 158 9.732 54225.45 1.2 151.089
## 159 9.732 54225.45 1.2 151.089
## 160 9.732 54225.45 1.2 151.089
## 161 9.732 54225.45 1.2 151.089
## 162 9.732 54225.45 1.2 151.089
## 163 9.732 54225.45 1.2 151.089
## 164 9.732 54225.45 1.2 151.089
## 165 9.732 54225.45 1.2 151.089
## 166 9.732 54225.45 1.2 151.089
## 167 9.732 54225.45 1.2 151.089
## 168 9.732 54225.45 1.2 151.089
## 169 9.732 54225.45 1.2 151.089
## 170 9.732 54225.45 1.2 151.089
## 171 9.732 54225.45 1.2 151.089
## 172 9.732 54225.45 1.2 151.089
## 173 9.732 54225.45 1.2 151.089
## 174 9.732 54225.45 1.2 151.089
## 175 9.732 54225.45 1.2 151.089
## 176 9.732 54225.45 1.2 151.089
## 177 9.732 54225.45 1.2 151.089
## 178 9.732 54225.45 1.2 151.089
## 179 9.732 54225.45 1.2 151.089
## 180 9.732 54225.45 1.2 151.089
## 181 9.732 54225.45 1.2 151.089
## 182 9.732 54225.45 1.2 151.089
## 183 9.732 54225.45 1.2 151.089
## 184 9.732 54225.45 1.2 151.089
## 185 9.732 54225.45 1.2 151.089
## 186 9.732 54225.45 1.2 151.089
## 187 9.732 54225.45 1.2 151.089
## 188 9.732 54225.45 1.2 151.089
## 189 9.732 54225.45 1.2 151.089
## 190 9.732 54225.45 1.2 151.089
## 191 9.732 54225.45 1.2 151.089
## 192 9.732 54225.45 1.2 151.089
## 193 9.732 54225.45 1.2 151.089
## 194 9.732 54225.45 1.2 151.089
## 195 9.732 54225.45 1.2 151.089
## 196 9.732 54225.45 1.2 151.089
## 197 9.732 54225.45 1.2 151.089
## 198 9.732 54225.45 1.2 151.089
## 199 9.732 54225.45 1.2 151.089
## 200 9.732 54225.45 1.2 151.089
## 201 9.732 54225.45 1.2 151.089
## 202 9.732 54225.45 1.2 151.089
## 203 9.732 54225.45 1.2 151.089
## 204 9.732 54225.45 1.2 151.089
## 205 9.732 54225.45 1.2 151.089
## 206 9.732 54225.45 1.2 151.089
## 207 9.732 54225.45 1.2 151.089
## 208 9.732 54225.45 1.2 151.089
## 209 9.732 54225.45 1.2 151.089
## 210 9.732 54225.45 1.2 151.089
## 211 9.732 54225.45 1.2 151.089
## 212 9.732 54225.45 1.2 151.089
## 213 9.732 54225.45 1.2 151.089
## 214 9.732 54225.45 1.2 151.089
## 215 9.732 54225.45 1.2 151.089
## 216 9.732 54225.45 1.2 151.089
## 217 9.732 54225.45 1.2 151.089
## 218 9.732 54225.45 1.2 151.089
## 219 9.732 54225.45 1.2 151.089
## 220 9.732 54225.45 1.2 151.089
## 221 9.732 54225.45 1.2 151.089
## 222 9.732 54225.45 1.2 151.089
## 223 9.732 54225.45 1.2 151.089
## 224 9.732 54225.45 1.2 151.089
## 225 9.732 54225.45 1.2 151.089
## 226 9.732 54225.45 1.2 151.089
## 227 9.732 54225.45 1.2 151.089
## 228 9.732 54225.45 1.2 151.089
## 229 9.732 54225.45 1.2 151.089
## 230 9.732 54225.45 1.2 151.089
## 231 9.732 54225.45 1.2 151.089
## 232 9.732 54225.45 1.2 151.089
## 233 9.732 54225.45 1.2 151.089
## 234 9.732 54225.45 1.2 151.089
## 235 9.732 54225.45 1.2 151.089
## 236 9.732 54225.45 1.2 151.089
## 237 9.732 54225.45 1.2 151.089
## 238 9.732 54225.45 1.2 151.089
## 239 9.732 54225.45 1.2 151.089
## 240 9.732 54225.45 1.2 151.089
## 241 9.732 54225.45 1.2 151.089
## 242 9.732 54225.45 1.2 151.089
## 243 9.732 54225.45 1.2 151.089
## 244 9.732 54225.45 1.2 151.089
## 245 9.732 54225.45 1.2 151.089
## 246 9.732 54225.45 1.2 151.089
## 247 9.732 54225.45 1.2 151.089
## 248 9.732 54225.45 1.2 151.089
## 249 9.732 54225.45 1.2 151.089
## 250 9.732 54225.45 1.2 151.089
## 251 9.732 54225.45 1.2 151.089
## 252 9.732 54225.45 1.2 151.089
## 253 9.732 54225.45 1.2 151.089
## 254 9.732 54225.45 1.2 151.089
## 255 9.732 54225.45 1.2 151.089
## 256 9.732 54225.45 1.2 151.089
## 257 9.732 54225.45 1.2 151.089
## 258 9.732 54225.45 1.2 151.089
## 259 9.732 54225.45 1.2 151.089
## 260 9.732 54225.45 1.2 151.089
## 261 9.732 54225.45 1.2 151.089
## 262 9.732 54225.45 1.2 151.089
## 263 9.732 54225.45 1.2 151.089
## 264 9.732 54225.45 1.2 151.089
## 265 9.732 54225.45 1.2 151.089
## 266 9.732 54225.45 1.2 151.089
## 267 9.732 54225.45 1.2 151.089
## 268 9.732 54225.45 1.2 151.089
## 269 9.732 54225.45 1.2 151.089
## 270 9.732 54225.45 1.2 151.089
## 271 9.732 54225.45 1.2 151.089
## 272 9.732 54225.45 1.2 151.089
## 273 9.732 54225.45 1.2 151.089
## 274 9.732 54225.45 1.2 151.089
## 275 9.732 54225.45 1.2 151.089
## 276 9.732 54225.45 1.2 151.089
## 277 9.732 54225.45 1.2 151.089
## 278 9.732 54225.45 1.2 151.089
## 279 9.732 54225.45 1.2 151.089
## 280 9.732 54225.45 1.2 151.089
## 281 9.732 54225.45 1.2 151.089
## 282 9.732 54225.45 1.2 151.089
## 283 9.732 54225.45 1.2 151.089
## 284 9.732 54225.45 1.2 151.089
## 285 9.732 54225.45 1.2 151.089
## 286 9.732 54225.45 1.2 151.089
## 287 9.732 54225.45 1.2 151.089
## 288 9.732 54225.45 1.2 151.089
## 289 9.732 54225.45 1.2 151.089
## 290 9.732 54225.45 1.2 151.089
## 291 9.732 54225.45 1.2 151.089
## 292 9.732 54225.45 1.2 151.089
## 293 9.732 54225.45 1.2 151.089
## 294 9.732 54225.45 1.2 151.089
## 295 9.732 54225.45 1.2 151.089
## 296 9.732 54225.45 1.2 151.089
## 297 9.732 54225.45 1.2 151.089
## 298 9.732 54225.45 1.2 151.089
## 299 9.732 54225.45 1.2 151.089
## 300 9.732 54225.45 1.2 151.089
## 301 9.732 54225.45 1.2 151.089
## 302 9.732 54225.45 1.2 151.089
## 303 9.732 54225.45 1.2 151.089
## 304 9.732 54225.45 1.2 151.089
## 305 9.732 54225.45 1.2 151.089
## 306 9.732 54225.45 1.2 151.089
## 307 9.732 54225.45 1.2 151.089
## 308 9.732 54225.45 1.2 151.089
## 309 9.732 54225.45 1.2 151.089
## 310 9.732 54225.45 1.2 151.089
## 311 9.732 54225.45 1.2 151.089
## 312 9.732 54225.45 1.2 151.089
## 313 9.732 54225.45 1.2 151.089
## 314 9.732 54225.45 1.2 151.089
## 315 9.732 54225.45 1.2 151.089
## 316 9.732 54225.45 1.2 151.089
## 317 9.732 54225.45 1.2 151.089
## 318 9.732 54225.45 1.2 151.089
## 319 9.732 54225.45 1.2 151.089
## 320 9.732 54225.45 1.2 151.089
## 321 9.732 54225.45 1.2 151.089
## 322 9.732 54225.45 1.2 151.089
## 323 9.732 54225.45 1.2 151.089
## 324 9.732 54225.45 1.2 151.089
## 325 9.732 54225.45 1.2 151.089
## 326 9.732 54225.45 1.2 151.089
## 327 9.732 54225.45 1.2 151.089
## 328 9.732 54225.45 1.2 151.089
## 329 9.732 54225.45 1.2 151.089
## 330 9.732 54225.45 1.2 151.089
## 331 9.732 54225.45 1.2 151.089
## 332 9.732 54225.45 1.2 151.089
## 333 9.732 54225.45 1.2 151.089
## 334 9.732 54225.45 1.2 151.089
## 335 9.732 54225.45 1.2 151.089
## 336 9.732 54225.45 1.2 151.089
## 337 9.732 54225.45 1.2 151.089
## 338 9.732 54225.45 1.2 151.089
## 339 9.732 54225.45 1.2 151.089
## 340 9.732 54225.45 1.2 151.089
## 341 9.732 54225.45 1.2 151.089
## 342 9.732 54225.45 1.2 151.089
## 343 9.732 54225.45 1.2 151.089
## 344 9.732 54225.45 1.2 151.089
## 345 9.732 54225.45 1.2 151.089
## 346 9.732 54225.45 1.2 151.089
## 347 9.732 54225.45 1.2 151.089
## 348 9.732 54225.45 1.2 151.089
## 349 9.732 54225.45 1.2 151.089
## 350 9.732 54225.45 1.2 151.089
## 351 9.732 54225.45 1.2 151.089
## 352 9.732 54225.45 1.2 151.089
## 353 9.732 54225.45 1.2 151.089
## 354 9.732 54225.45 1.2 151.089
## 355 9.732 54225.45 1.2 151.089
## 356 9.732 54225.45 1.2 151.089
## 357 9.732 54225.45 1.2 151.089
## 358 9.732 54225.45 1.2 151.089
## 359 9.732 54225.45 1.2 151.089
## 360 9.732 54225.45 1.2 151.089
## 361 9.732 54225.45 1.2 151.089
## 362 9.732 54225.45 1.2 151.089
## 363 9.732 54225.45 1.2 151.089
## 364 9.732 54225.45 1.2 151.089
## 365 9.732 54225.45 1.2 151.089
## 366 9.732 54225.45 1.2 151.089
## 367 9.732 54225.45 1.2 151.089
## 368 9.732 54225.45 1.2 151.089
## 369 9.732 54225.45 1.2 151.089
## 370 9.732 54225.45 1.2 151.089
## 371 9.732 54225.45 1.2 151.089
## 372 9.732 54225.45 1.2 151.089
## 373 9.732 54225.45 1.2 151.089
## 374 9.732 54225.45 1.2 151.089
## 375 9.732 54225.45 1.2 151.089
## 376 9.732 54225.45 1.2 151.089
## 377 9.732 54225.45 1.2 151.089
## 378 9.732 54225.45 1.2 151.089
## 379 9.732 54225.45 1.2 151.089
## 380 9.732 54225.45 1.2 151.089
## 381 9.732 54225.45 1.2 151.089
## 382 9.732 54225.45 1.2 151.089
## 383 9.732 54225.45 1.2 151.089
## 384 9.732 54225.45 1.2 151.089
## 385 9.732 54225.45 1.2 151.089
## 386 9.732 54225.45 1.2 151.089
## 387 9.732 54225.45 1.2 151.089
## 388 9.732 54225.45 1.2 151.089
## 389 9.732 54225.45 1.2 151.089
## 390 9.732 54225.45 1.2 151.089
## 391 9.732 54225.45 1.2 151.089
## 392 9.732 54225.45 1.2 151.089
## 393 9.732 54225.45 1.2 151.089
## 394 9.732 54225.45 1.2 151.089
## 395 9.732 54225.45 1.2 151.089
## 396 9.732 54225.45 1.2 151.089
## 397 9.732 54225.45 1.2 151.089
## 398 9.732 54225.45 1.2 151.089
## 399 9.732 54225.45 1.2 151.089
## 400 9.732 54225.45 1.2 151.089
## 401 9.732 54225.45 1.2 151.089
## 402 9.732 54225.45 1.2 151.089
## 403 9.732 54225.45 1.2 151.089
## 404 9.732 54225.45 1.2 151.089
## 405 9.732 54225.45 1.2 151.089
## 406 9.732 54225.45 1.2 151.089
## 407 9.732 54225.45 1.2 151.089
## 408 9.732 54225.45 1.2 151.089
## 409 9.732 54225.45 1.2 151.089
## 410 9.732 54225.45 1.2 151.089
## 411 9.732 54225.45 1.2 151.089
## 412 9.732 54225.45 1.2 151.089
## 413 9.732 54225.45 1.2 151.089
## 414 9.732 54225.45 1.2 151.089
## 415 9.732 54225.45 1.2 151.089
## 416 9.732 54225.45 1.2 151.089
## 417 9.732 54225.45 1.2 151.089
## 418 9.732 54225.45 1.2 151.089
## 419 9.732 54225.45 1.2 151.089
## 420 9.732 54225.45 1.2 151.089
## 421 9.732 54225.45 1.2 151.089
## 422 9.732 54225.45 1.2 151.089
## 423 9.732 54225.45 1.2 151.089
## 424 9.732 54225.45 1.2 151.089
## 425 9.732 54225.45 1.2 151.089
## 426 9.732 54225.45 1.2 151.089
## 427 9.732 54225.45 1.2 151.089
## 428 9.732 54225.45 1.2 151.089
## 429 9.732 54225.45 1.2 151.089
## 430 9.732 54225.45 1.2 151.089
## 431 9.732 54225.45 1.2 151.089
## 432 9.732 54225.45 1.2 151.089
## 433 9.732 54225.45 1.2 151.089
## 434 9.732 54225.45 1.2 151.089
## 435 9.732 54225.45 1.2 151.089
## 436 9.732 54225.45 1.2 151.089
## 437 9.732 54225.45 1.2 151.089
## 438 9.732 54225.45 1.2 151.089
## 439 9.732 54225.45 1.2 151.089
## 440 9.732 54225.45 1.2 151.089
## 441 9.732 54225.45 1.2 151.089
## 442 9.732 54225.45 1.2 151.089
## 443 9.732 54225.45 1.2 151.089
## 444 9.732 54225.45 1.2 151.089
## 445 9.732 54225.45 1.2 151.089
## 446 9.732 54225.45 1.2 151.089
## 447 9.732 54225.45 1.2 151.089
## 448 9.732 54225.45 1.2 151.089
## 449 9.732 54225.45 1.2 151.089
## 450 9.732 54225.45 1.2 151.089
## 451 9.732 54225.45 1.2 151.089
## 452 9.732 54225.45 1.2 151.089
## 453 9.732 54225.45 1.2 151.089
## 454 9.732 54225.45 1.2 151.089
## 455 9.732 54225.45 1.2 151.089
## 456 9.732 54225.45 1.2 151.089
## 457 9.732 54225.45 1.2 151.089
## 458 9.732 54225.45 1.2 151.089
## 459 9.732 54225.45 1.2 151.089
## 460 9.732 54225.45 1.2 151.089
## diabetes_prevalence female_smokers male_smokers handwashing_facilities
## 1 10.79 19.1 24.6 NA
## 2 10.79 19.1 24.6 NA
## 3 10.79 19.1 24.6 NA
## 4 10.79 19.1 24.6 NA
## 5 10.79 19.1 24.6 NA
## 6 10.79 19.1 24.6 NA
## 7 10.79 19.1 24.6 NA
## 8 10.79 19.1 24.6 NA
## 9 10.79 19.1 24.6 NA
## 10 10.79 19.1 24.6 NA
## 11 10.79 19.1 24.6 NA
## 12 10.79 19.1 24.6 NA
## 13 10.79 19.1 24.6 NA
## 14 10.79 19.1 24.6 NA
## 15 10.79 19.1 24.6 NA
## 16 10.79 19.1 24.6 NA
## 17 10.79 19.1 24.6 NA
## 18 10.79 19.1 24.6 NA
## 19 10.79 19.1 24.6 NA
## 20 10.79 19.1 24.6 NA
## 21 10.79 19.1 24.6 NA
## 22 10.79 19.1 24.6 NA
## 23 10.79 19.1 24.6 NA
## 24 10.79 19.1 24.6 NA
## 25 10.79 19.1 24.6 NA
## 26 10.79 19.1 24.6 NA
## 27 10.79 19.1 24.6 NA
## 28 10.79 19.1 24.6 NA
## 29 10.79 19.1 24.6 NA
## 30 10.79 19.1 24.6 NA
## 31 10.79 19.1 24.6 NA
## 32 10.79 19.1 24.6 NA
## 33 10.79 19.1 24.6 NA
## 34 10.79 19.1 24.6 NA
## 35 10.79 19.1 24.6 NA
## 36 10.79 19.1 24.6 NA
## 37 10.79 19.1 24.6 NA
## 38 10.79 19.1 24.6 NA
## 39 10.79 19.1 24.6 NA
## 40 10.79 19.1 24.6 NA
## 41 10.79 19.1 24.6 NA
## 42 10.79 19.1 24.6 NA
## 43 10.79 19.1 24.6 NA
## 44 10.79 19.1 24.6 NA
## 45 10.79 19.1 24.6 NA
## 46 10.79 19.1 24.6 NA
## 47 10.79 19.1 24.6 NA
## 48 10.79 19.1 24.6 NA
## 49 10.79 19.1 24.6 NA
## 50 10.79 19.1 24.6 NA
## 51 10.79 19.1 24.6 NA
## 52 10.79 19.1 24.6 NA
## 53 10.79 19.1 24.6 NA
## 54 10.79 19.1 24.6 NA
## 55 10.79 19.1 24.6 NA
## 56 10.79 19.1 24.6 NA
## 57 10.79 19.1 24.6 NA
## 58 10.79 19.1 24.6 NA
## 59 10.79 19.1 24.6 NA
## 60 10.79 19.1 24.6 NA
## 61 10.79 19.1 24.6 NA
## 62 10.79 19.1 24.6 NA
## 63 10.79 19.1 24.6 NA
## 64 10.79 19.1 24.6 NA
## 65 10.79 19.1 24.6 NA
## 66 10.79 19.1 24.6 NA
## 67 10.79 19.1 24.6 NA
## 68 10.79 19.1 24.6 NA
## 69 10.79 19.1 24.6 NA
## 70 10.79 19.1 24.6 NA
## 71 10.79 19.1 24.6 NA
## 72 10.79 19.1 24.6 NA
## 73 10.79 19.1 24.6 NA
## 74 10.79 19.1 24.6 NA
## 75 10.79 19.1 24.6 NA
## 76 10.79 19.1 24.6 NA
## 77 10.79 19.1 24.6 NA
## 78 10.79 19.1 24.6 NA
## 79 10.79 19.1 24.6 NA
## 80 10.79 19.1 24.6 NA
## 81 10.79 19.1 24.6 NA
## 82 10.79 19.1 24.6 NA
## 83 10.79 19.1 24.6 NA
## 84 10.79 19.1 24.6 NA
## 85 10.79 19.1 24.6 NA
## 86 10.79 19.1 24.6 NA
## 87 10.79 19.1 24.6 NA
## 88 10.79 19.1 24.6 NA
## 89 10.79 19.1 24.6 NA
## 90 10.79 19.1 24.6 NA
## 91 10.79 19.1 24.6 NA
## 92 10.79 19.1 24.6 NA
## 93 10.79 19.1 24.6 NA
## 94 10.79 19.1 24.6 NA
## 95 10.79 19.1 24.6 NA
## 96 10.79 19.1 24.6 NA
## 97 10.79 19.1 24.6 NA
## 98 10.79 19.1 24.6 NA
## 99 10.79 19.1 24.6 NA
## 100 10.79 19.1 24.6 NA
## 101 10.79 19.1 24.6 NA
## 102 10.79 19.1 24.6 NA
## 103 10.79 19.1 24.6 NA
## 104 10.79 19.1 24.6 NA
## 105 10.79 19.1 24.6 NA
## 106 10.79 19.1 24.6 NA
## 107 10.79 19.1 24.6 NA
## 108 10.79 19.1 24.6 NA
## 109 10.79 19.1 24.6 NA
## 110 10.79 19.1 24.6 NA
## 111 10.79 19.1 24.6 NA
## 112 10.79 19.1 24.6 NA
## 113 10.79 19.1 24.6 NA
## 114 10.79 19.1 24.6 NA
## 115 10.79 19.1 24.6 NA
## 116 10.79 19.1 24.6 NA
## 117 10.79 19.1 24.6 NA
## 118 10.79 19.1 24.6 NA
## 119 10.79 19.1 24.6 NA
## 120 10.79 19.1 24.6 NA
## 121 10.79 19.1 24.6 NA
## 122 10.79 19.1 24.6 NA
## 123 10.79 19.1 24.6 NA
## 124 10.79 19.1 24.6 NA
## 125 10.79 19.1 24.6 NA
## 126 10.79 19.1 24.6 NA
## 127 10.79 19.1 24.6 NA
## 128 10.79 19.1 24.6 NA
## 129 10.79 19.1 24.6 NA
## 130 10.79 19.1 24.6 NA
## 131 10.79 19.1 24.6 NA
## 132 10.79 19.1 24.6 NA
## 133 10.79 19.1 24.6 NA
## 134 10.79 19.1 24.6 NA
## 135 10.79 19.1 24.6 NA
## 136 10.79 19.1 24.6 NA
## 137 10.79 19.1 24.6 NA
## 138 10.79 19.1 24.6 NA
## 139 10.79 19.1 24.6 NA
## 140 10.79 19.1 24.6 NA
## 141 10.79 19.1 24.6 NA
## 142 10.79 19.1 24.6 NA
## 143 10.79 19.1 24.6 NA
## 144 10.79 19.1 24.6 NA
## 145 10.79 19.1 24.6 NA
## 146 10.79 19.1 24.6 NA
## 147 10.79 19.1 24.6 NA
## 148 10.79 19.1 24.6 NA
## 149 10.79 19.1 24.6 NA
## 150 10.79 19.1 24.6 NA
## 151 10.79 19.1 24.6 NA
## 152 10.79 19.1 24.6 NA
## 153 10.79 19.1 24.6 NA
## 154 10.79 19.1 24.6 NA
## 155 10.79 19.1 24.6 NA
## 156 10.79 19.1 24.6 NA
## 157 10.79 19.1 24.6 NA
## 158 10.79 19.1 24.6 NA
## 159 10.79 19.1 24.6 NA
## 160 10.79 19.1 24.6 NA
## 161 10.79 19.1 24.6 NA
## 162 10.79 19.1 24.6 NA
## 163 10.79 19.1 24.6 NA
## 164 10.79 19.1 24.6 NA
## 165 10.79 19.1 24.6 NA
## 166 10.79 19.1 24.6 NA
## 167 10.79 19.1 24.6 NA
## 168 10.79 19.1 24.6 NA
## 169 10.79 19.1 24.6 NA
## 170 10.79 19.1 24.6 NA
## 171 10.79 19.1 24.6 NA
## 172 10.79 19.1 24.6 NA
## 173 10.79 19.1 24.6 NA
## 174 10.79 19.1 24.6 NA
## 175 10.79 19.1 24.6 NA
## 176 10.79 19.1 24.6 NA
## 177 10.79 19.1 24.6 NA
## 178 10.79 19.1 24.6 NA
## 179 10.79 19.1 24.6 NA
## 180 10.79 19.1 24.6 NA
## 181 10.79 19.1 24.6 NA
## 182 10.79 19.1 24.6 NA
## 183 10.79 19.1 24.6 NA
## 184 10.79 19.1 24.6 NA
## 185 10.79 19.1 24.6 NA
## 186 10.79 19.1 24.6 NA
## 187 10.79 19.1 24.6 NA
## 188 10.79 19.1 24.6 NA
## 189 10.79 19.1 24.6 NA
## 190 10.79 19.1 24.6 NA
## 191 10.79 19.1 24.6 NA
## 192 10.79 19.1 24.6 NA
## 193 10.79 19.1 24.6 NA
## 194 10.79 19.1 24.6 NA
## 195 10.79 19.1 24.6 NA
## 196 10.79 19.1 24.6 NA
## 197 10.79 19.1 24.6 NA
## 198 10.79 19.1 24.6 NA
## 199 10.79 19.1 24.6 NA
## 200 10.79 19.1 24.6 NA
## 201 10.79 19.1 24.6 NA
## 202 10.79 19.1 24.6 NA
## 203 10.79 19.1 24.6 NA
## 204 10.79 19.1 24.6 NA
## 205 10.79 19.1 24.6 NA
## 206 10.79 19.1 24.6 NA
## 207 10.79 19.1 24.6 NA
## 208 10.79 19.1 24.6 NA
## 209 10.79 19.1 24.6 NA
## 210 10.79 19.1 24.6 NA
## 211 10.79 19.1 24.6 NA
## 212 10.79 19.1 24.6 NA
## 213 10.79 19.1 24.6 NA
## 214 10.79 19.1 24.6 NA
## 215 10.79 19.1 24.6 NA
## 216 10.79 19.1 24.6 NA
## 217 10.79 19.1 24.6 NA
## 218 10.79 19.1 24.6 NA
## 219 10.79 19.1 24.6 NA
## 220 10.79 19.1 24.6 NA
## 221 10.79 19.1 24.6 NA
## 222 10.79 19.1 24.6 NA
## 223 10.79 19.1 24.6 NA
## 224 10.79 19.1 24.6 NA
## 225 10.79 19.1 24.6 NA
## 226 10.79 19.1 24.6 NA
## 227 10.79 19.1 24.6 NA
## 228 10.79 19.1 24.6 NA
## 229 10.79 19.1 24.6 NA
## 230 10.79 19.1 24.6 NA
## 231 10.79 19.1 24.6 NA
## 232 10.79 19.1 24.6 NA
## 233 10.79 19.1 24.6 NA
## 234 10.79 19.1 24.6 NA
## 235 10.79 19.1 24.6 NA
## 236 10.79 19.1 24.6 NA
## 237 10.79 19.1 24.6 NA
## 238 10.79 19.1 24.6 NA
## 239 10.79 19.1 24.6 NA
## 240 10.79 19.1 24.6 NA
## 241 10.79 19.1 24.6 NA
## 242 10.79 19.1 24.6 NA
## 243 10.79 19.1 24.6 NA
## 244 10.79 19.1 24.6 NA
## 245 10.79 19.1 24.6 NA
## 246 10.79 19.1 24.6 NA
## 247 10.79 19.1 24.6 NA
## 248 10.79 19.1 24.6 NA
## 249 10.79 19.1 24.6 NA
## 250 10.79 19.1 24.6 NA
## 251 10.79 19.1 24.6 NA
## 252 10.79 19.1 24.6 NA
## 253 10.79 19.1 24.6 NA
## 254 10.79 19.1 24.6 NA
## 255 10.79 19.1 24.6 NA
## 256 10.79 19.1 24.6 NA
## 257 10.79 19.1 24.6 NA
## 258 10.79 19.1 24.6 NA
## 259 10.79 19.1 24.6 NA
## 260 10.79 19.1 24.6 NA
## 261 10.79 19.1 24.6 NA
## 262 10.79 19.1 24.6 NA
## 263 10.79 19.1 24.6 NA
## 264 10.79 19.1 24.6 NA
## 265 10.79 19.1 24.6 NA
## 266 10.79 19.1 24.6 NA
## 267 10.79 19.1 24.6 NA
## 268 10.79 19.1 24.6 NA
## 269 10.79 19.1 24.6 NA
## 270 10.79 19.1 24.6 NA
## 271 10.79 19.1 24.6 NA
## 272 10.79 19.1 24.6 NA
## 273 10.79 19.1 24.6 NA
## 274 10.79 19.1 24.6 NA
## 275 10.79 19.1 24.6 NA
## 276 10.79 19.1 24.6 NA
## 277 10.79 19.1 24.6 NA
## 278 10.79 19.1 24.6 NA
## 279 10.79 19.1 24.6 NA
## 280 10.79 19.1 24.6 NA
## 281 10.79 19.1 24.6 NA
## 282 10.79 19.1 24.6 NA
## 283 10.79 19.1 24.6 NA
## 284 10.79 19.1 24.6 NA
## 285 10.79 19.1 24.6 NA
## 286 10.79 19.1 24.6 NA
## 287 10.79 19.1 24.6 NA
## 288 10.79 19.1 24.6 NA
## 289 10.79 19.1 24.6 NA
## 290 10.79 19.1 24.6 NA
## 291 10.79 19.1 24.6 NA
## 292 10.79 19.1 24.6 NA
## 293 10.79 19.1 24.6 NA
## 294 10.79 19.1 24.6 NA
## 295 10.79 19.1 24.6 NA
## 296 10.79 19.1 24.6 NA
## 297 10.79 19.1 24.6 NA
## 298 10.79 19.1 24.6 NA
## 299 10.79 19.1 24.6 NA
## 300 10.79 19.1 24.6 NA
## 301 10.79 19.1 24.6 NA
## 302 10.79 19.1 24.6 NA
## 303 10.79 19.1 24.6 NA
## 304 10.79 19.1 24.6 NA
## 305 10.79 19.1 24.6 NA
## 306 10.79 19.1 24.6 NA
## 307 10.79 19.1 24.6 NA
## 308 10.79 19.1 24.6 NA
## 309 10.79 19.1 24.6 NA
## 310 10.79 19.1 24.6 NA
## 311 10.79 19.1 24.6 NA
## 312 10.79 19.1 24.6 NA
## 313 10.79 19.1 24.6 NA
## 314 10.79 19.1 24.6 NA
## 315 10.79 19.1 24.6 NA
## 316 10.79 19.1 24.6 NA
## 317 10.79 19.1 24.6 NA
## 318 10.79 19.1 24.6 NA
## 319 10.79 19.1 24.6 NA
## 320 10.79 19.1 24.6 NA
## 321 10.79 19.1 24.6 NA
## 322 10.79 19.1 24.6 NA
## 323 10.79 19.1 24.6 NA
## 324 10.79 19.1 24.6 NA
## 325 10.79 19.1 24.6 NA
## 326 10.79 19.1 24.6 NA
## 327 10.79 19.1 24.6 NA
## 328 10.79 19.1 24.6 NA
## 329 10.79 19.1 24.6 NA
## 330 10.79 19.1 24.6 NA
## 331 10.79 19.1 24.6 NA
## 332 10.79 19.1 24.6 NA
## 333 10.79 19.1 24.6 NA
## 334 10.79 19.1 24.6 NA
## 335 10.79 19.1 24.6 NA
## 336 10.79 19.1 24.6 NA
## 337 10.79 19.1 24.6 NA
## 338 10.79 19.1 24.6 NA
## 339 10.79 19.1 24.6 NA
## 340 10.79 19.1 24.6 NA
## 341 10.79 19.1 24.6 NA
## 342 10.79 19.1 24.6 NA
## 343 10.79 19.1 24.6 NA
## 344 10.79 19.1 24.6 NA
## 345 10.79 19.1 24.6 NA
## 346 10.79 19.1 24.6 NA
## 347 10.79 19.1 24.6 NA
## 348 10.79 19.1 24.6 NA
## 349 10.79 19.1 24.6 NA
## 350 10.79 19.1 24.6 NA
## 351 10.79 19.1 24.6 NA
## 352 10.79 19.1 24.6 NA
## 353 10.79 19.1 24.6 NA
## 354 10.79 19.1 24.6 NA
## 355 10.79 19.1 24.6 NA
## 356 10.79 19.1 24.6 NA
## 357 10.79 19.1 24.6 NA
## 358 10.79 19.1 24.6 NA
## 359 10.79 19.1 24.6 NA
## 360 10.79 19.1 24.6 NA
## 361 10.79 19.1 24.6 NA
## 362 10.79 19.1 24.6 NA
## 363 10.79 19.1 24.6 NA
## 364 10.79 19.1 24.6 NA
## 365 10.79 19.1 24.6 NA
## 366 10.79 19.1 24.6 NA
## 367 10.79 19.1 24.6 NA
## 368 10.79 19.1 24.6 NA
## 369 10.79 19.1 24.6 NA
## 370 10.79 19.1 24.6 NA
## 371 10.79 19.1 24.6 NA
## 372 10.79 19.1 24.6 NA
## 373 10.79 19.1 24.6 NA
## 374 10.79 19.1 24.6 NA
## 375 10.79 19.1 24.6 NA
## 376 10.79 19.1 24.6 NA
## 377 10.79 19.1 24.6 NA
## 378 10.79 19.1 24.6 NA
## 379 10.79 19.1 24.6 NA
## 380 10.79 19.1 24.6 NA
## 381 10.79 19.1 24.6 NA
## 382 10.79 19.1 24.6 NA
## 383 10.79 19.1 24.6 NA
## 384 10.79 19.1 24.6 NA
## 385 10.79 19.1 24.6 NA
## 386 10.79 19.1 24.6 NA
## 387 10.79 19.1 24.6 NA
## 388 10.79 19.1 24.6 NA
## 389 10.79 19.1 24.6 NA
## 390 10.79 19.1 24.6 NA
## 391 10.79 19.1 24.6 NA
## 392 10.79 19.1 24.6 NA
## 393 10.79 19.1 24.6 NA
## 394 10.79 19.1 24.6 NA
## 395 10.79 19.1 24.6 NA
## 396 10.79 19.1 24.6 NA
## 397 10.79 19.1 24.6 NA
## 398 10.79 19.1 24.6 NA
## 399 10.79 19.1 24.6 NA
## 400 10.79 19.1 24.6 NA
## 401 10.79 19.1 24.6 NA
## 402 10.79 19.1 24.6 NA
## 403 10.79 19.1 24.6 NA
## 404 10.79 19.1 24.6 NA
## 405 10.79 19.1 24.6 NA
## 406 10.79 19.1 24.6 NA
## 407 10.79 19.1 24.6 NA
## 408 10.79 19.1 24.6 NA
## 409 10.79 19.1 24.6 NA
## 410 10.79 19.1 24.6 NA
## 411 10.79 19.1 24.6 NA
## 412 10.79 19.1 24.6 NA
## 413 10.79 19.1 24.6 NA
## 414 10.79 19.1 24.6 NA
## 415 10.79 19.1 24.6 NA
## 416 10.79 19.1 24.6 NA
## 417 10.79 19.1 24.6 NA
## 418 10.79 19.1 24.6 NA
## 419 10.79 19.1 24.6 NA
## 420 10.79 19.1 24.6 NA
## 421 10.79 19.1 24.6 NA
## 422 10.79 19.1 24.6 NA
## 423 10.79 19.1 24.6 NA
## 424 10.79 19.1 24.6 NA
## 425 10.79 19.1 24.6 NA
## 426 10.79 19.1 24.6 NA
## 427 10.79 19.1 24.6 NA
## 428 10.79 19.1 24.6 NA
## 429 10.79 19.1 24.6 NA
## 430 10.79 19.1 24.6 NA
## 431 10.79 19.1 24.6 NA
## 432 10.79 19.1 24.6 NA
## 433 10.79 19.1 24.6 NA
## 434 10.79 19.1 24.6 NA
## 435 10.79 19.1 24.6 NA
## 436 10.79 19.1 24.6 NA
## 437 10.79 19.1 24.6 NA
## 438 10.79 19.1 24.6 NA
## 439 10.79 19.1 24.6 NA
## 440 10.79 19.1 24.6 NA
## 441 10.79 19.1 24.6 NA
## 442 10.79 19.1 24.6 NA
## 443 10.79 19.1 24.6 NA
## 444 10.79 19.1 24.6 NA
## 445 10.79 19.1 24.6 NA
## 446 10.79 19.1 24.6 NA
## 447 10.79 19.1 24.6 NA
## 448 10.79 19.1 24.6 NA
## 449 10.79 19.1 24.6 NA
## 450 10.79 19.1 24.6 NA
## 451 10.79 19.1 24.6 NA
## 452 10.79 19.1 24.6 NA
## 453 10.79 19.1 24.6 NA
## 454 10.79 19.1 24.6 NA
## 455 10.79 19.1 24.6 NA
## 456 10.79 19.1 24.6 NA
## 457 10.79 19.1 24.6 NA
## 458 10.79 19.1 24.6 NA
## 459 10.79 19.1 24.6 NA
## 460 10.79 19.1 24.6 NA
## hospital_beds_per_thousand life_expectancy human_development_index
## 1 2.77 78.86 0.926
## 2 2.77 78.86 0.926
## 3 2.77 78.86 0.926
## 4 2.77 78.86 0.926
## 5 2.77 78.86 0.926
## 6 2.77 78.86 0.926
## 7 2.77 78.86 0.926
## 8 2.77 78.86 0.926
## 9 2.77 78.86 0.926
## 10 2.77 78.86 0.926
## 11 2.77 78.86 0.926
## 12 2.77 78.86 0.926
## 13 2.77 78.86 0.926
## 14 2.77 78.86 0.926
## 15 2.77 78.86 0.926
## 16 2.77 78.86 0.926
## 17 2.77 78.86 0.926
## 18 2.77 78.86 0.926
## 19 2.77 78.86 0.926
## 20 2.77 78.86 0.926
## 21 2.77 78.86 0.926
## 22 2.77 78.86 0.926
## 23 2.77 78.86 0.926
## 24 2.77 78.86 0.926
## 25 2.77 78.86 0.926
## 26 2.77 78.86 0.926
## 27 2.77 78.86 0.926
## 28 2.77 78.86 0.926
## 29 2.77 78.86 0.926
## 30 2.77 78.86 0.926
## 31 2.77 78.86 0.926
## 32 2.77 78.86 0.926
## 33 2.77 78.86 0.926
## 34 2.77 78.86 0.926
## 35 2.77 78.86 0.926
## 36 2.77 78.86 0.926
## 37 2.77 78.86 0.926
## 38 2.77 78.86 0.926
## 39 2.77 78.86 0.926
## 40 2.77 78.86 0.926
## 41 2.77 78.86 0.926
## 42 2.77 78.86 0.926
## 43 2.77 78.86 0.926
## 44 2.77 78.86 0.926
## 45 2.77 78.86 0.926
## 46 2.77 78.86 0.926
## 47 2.77 78.86 0.926
## 48 2.77 78.86 0.926
## 49 2.77 78.86 0.926
## 50 2.77 78.86 0.926
## 51 2.77 78.86 0.926
## 52 2.77 78.86 0.926
## 53 2.77 78.86 0.926
## 54 2.77 78.86 0.926
## 55 2.77 78.86 0.926
## 56 2.77 78.86 0.926
## 57 2.77 78.86 0.926
## 58 2.77 78.86 0.926
## 59 2.77 78.86 0.926
## 60 2.77 78.86 0.926
## 61 2.77 78.86 0.926
## 62 2.77 78.86 0.926
## 63 2.77 78.86 0.926
## 64 2.77 78.86 0.926
## 65 2.77 78.86 0.926
## 66 2.77 78.86 0.926
## 67 2.77 78.86 0.926
## 68 2.77 78.86 0.926
## 69 2.77 78.86 0.926
## 70 2.77 78.86 0.926
## 71 2.77 78.86 0.926
## 72 2.77 78.86 0.926
## 73 2.77 78.86 0.926
## 74 2.77 78.86 0.926
## 75 2.77 78.86 0.926
## 76 2.77 78.86 0.926
## 77 2.77 78.86 0.926
## 78 2.77 78.86 0.926
## 79 2.77 78.86 0.926
## 80 2.77 78.86 0.926
## 81 2.77 78.86 0.926
## 82 2.77 78.86 0.926
## 83 2.77 78.86 0.926
## 84 2.77 78.86 0.926
## 85 2.77 78.86 0.926
## 86 2.77 78.86 0.926
## 87 2.77 78.86 0.926
## 88 2.77 78.86 0.926
## 89 2.77 78.86 0.926
## 90 2.77 78.86 0.926
## 91 2.77 78.86 0.926
## 92 2.77 78.86 0.926
## 93 2.77 78.86 0.926
## 94 2.77 78.86 0.926
## 95 2.77 78.86 0.926
## 96 2.77 78.86 0.926
## 97 2.77 78.86 0.926
## 98 2.77 78.86 0.926
## 99 2.77 78.86 0.926
## 100 2.77 78.86 0.926
## 101 2.77 78.86 0.926
## 102 2.77 78.86 0.926
## 103 2.77 78.86 0.926
## 104 2.77 78.86 0.926
## 105 2.77 78.86 0.926
## 106 2.77 78.86 0.926
## 107 2.77 78.86 0.926
## 108 2.77 78.86 0.926
## 109 2.77 78.86 0.926
## 110 2.77 78.86 0.926
## 111 2.77 78.86 0.926
## 112 2.77 78.86 0.926
## 113 2.77 78.86 0.926
## 114 2.77 78.86 0.926
## 115 2.77 78.86 0.926
## 116 2.77 78.86 0.926
## 117 2.77 78.86 0.926
## 118 2.77 78.86 0.926
## 119 2.77 78.86 0.926
## 120 2.77 78.86 0.926
## 121 2.77 78.86 0.926
## 122 2.77 78.86 0.926
## 123 2.77 78.86 0.926
## 124 2.77 78.86 0.926
## 125 2.77 78.86 0.926
## 126 2.77 78.86 0.926
## 127 2.77 78.86 0.926
## 128 2.77 78.86 0.926
## 129 2.77 78.86 0.926
## 130 2.77 78.86 0.926
## 131 2.77 78.86 0.926
## 132 2.77 78.86 0.926
## 133 2.77 78.86 0.926
## 134 2.77 78.86 0.926
## 135 2.77 78.86 0.926
## 136 2.77 78.86 0.926
## 137 2.77 78.86 0.926
## 138 2.77 78.86 0.926
## 139 2.77 78.86 0.926
## 140 2.77 78.86 0.926
## 141 2.77 78.86 0.926
## 142 2.77 78.86 0.926
## 143 2.77 78.86 0.926
## 144 2.77 78.86 0.926
## 145 2.77 78.86 0.926
## 146 2.77 78.86 0.926
## 147 2.77 78.86 0.926
## 148 2.77 78.86 0.926
## 149 2.77 78.86 0.926
## 150 2.77 78.86 0.926
## 151 2.77 78.86 0.926
## 152 2.77 78.86 0.926
## 153 2.77 78.86 0.926
## 154 2.77 78.86 0.926
## 155 2.77 78.86 0.926
## 156 2.77 78.86 0.926
## 157 2.77 78.86 0.926
## 158 2.77 78.86 0.926
## 159 2.77 78.86 0.926
## 160 2.77 78.86 0.926
## 161 2.77 78.86 0.926
## 162 2.77 78.86 0.926
## 163 2.77 78.86 0.926
## 164 2.77 78.86 0.926
## 165 2.77 78.86 0.926
## 166 2.77 78.86 0.926
## 167 2.77 78.86 0.926
## 168 2.77 78.86 0.926
## 169 2.77 78.86 0.926
## 170 2.77 78.86 0.926
## 171 2.77 78.86 0.926
## 172 2.77 78.86 0.926
## 173 2.77 78.86 0.926
## 174 2.77 78.86 0.926
## 175 2.77 78.86 0.926
## 176 2.77 78.86 0.926
## 177 2.77 78.86 0.926
## 178 2.77 78.86 0.926
## 179 2.77 78.86 0.926
## 180 2.77 78.86 0.926
## 181 2.77 78.86 0.926
## 182 2.77 78.86 0.926
## 183 2.77 78.86 0.926
## 184 2.77 78.86 0.926
## 185 2.77 78.86 0.926
## 186 2.77 78.86 0.926
## 187 2.77 78.86 0.926
## 188 2.77 78.86 0.926
## 189 2.77 78.86 0.926
## 190 2.77 78.86 0.926
## 191 2.77 78.86 0.926
## 192 2.77 78.86 0.926
## 193 2.77 78.86 0.926
## 194 2.77 78.86 0.926
## 195 2.77 78.86 0.926
## 196 2.77 78.86 0.926
## 197 2.77 78.86 0.926
## 198 2.77 78.86 0.926
## 199 2.77 78.86 0.926
## 200 2.77 78.86 0.926
## 201 2.77 78.86 0.926
## 202 2.77 78.86 0.926
## 203 2.77 78.86 0.926
## 204 2.77 78.86 0.926
## 205 2.77 78.86 0.926
## 206 2.77 78.86 0.926
## 207 2.77 78.86 0.926
## 208 2.77 78.86 0.926
## 209 2.77 78.86 0.926
## 210 2.77 78.86 0.926
## 211 2.77 78.86 0.926
## 212 2.77 78.86 0.926
## 213 2.77 78.86 0.926
## 214 2.77 78.86 0.926
## 215 2.77 78.86 0.926
## 216 2.77 78.86 0.926
## 217 2.77 78.86 0.926
## 218 2.77 78.86 0.926
## 219 2.77 78.86 0.926
## 220 2.77 78.86 0.926
## 221 2.77 78.86 0.926
## 222 2.77 78.86 0.926
## 223 2.77 78.86 0.926
## 224 2.77 78.86 0.926
## 225 2.77 78.86 0.926
## 226 2.77 78.86 0.926
## 227 2.77 78.86 0.926
## 228 2.77 78.86 0.926
## 229 2.77 78.86 0.926
## 230 2.77 78.86 0.926
## 231 2.77 78.86 0.926
## 232 2.77 78.86 0.926
## 233 2.77 78.86 0.926
## 234 2.77 78.86 0.926
## 235 2.77 78.86 0.926
## 236 2.77 78.86 0.926
## 237 2.77 78.86 0.926
## 238 2.77 78.86 0.926
## 239 2.77 78.86 0.926
## 240 2.77 78.86 0.926
## 241 2.77 78.86 0.926
## 242 2.77 78.86 0.926
## 243 2.77 78.86 0.926
## 244 2.77 78.86 0.926
## 245 2.77 78.86 0.926
## 246 2.77 78.86 0.926
## 247 2.77 78.86 0.926
## 248 2.77 78.86 0.926
## 249 2.77 78.86 0.926
## 250 2.77 78.86 0.926
## 251 2.77 78.86 0.926
## 252 2.77 78.86 0.926
## 253 2.77 78.86 0.926
## 254 2.77 78.86 0.926
## 255 2.77 78.86 0.926
## 256 2.77 78.86 0.926
## 257 2.77 78.86 0.926
## 258 2.77 78.86 0.926
## 259 2.77 78.86 0.926
## 260 2.77 78.86 0.926
## 261 2.77 78.86 0.926
## 262 2.77 78.86 0.926
## 263 2.77 78.86 0.926
## 264 2.77 78.86 0.926
## 265 2.77 78.86 0.926
## 266 2.77 78.86 0.926
## 267 2.77 78.86 0.926
## 268 2.77 78.86 0.926
## 269 2.77 78.86 0.926
## 270 2.77 78.86 0.926
## 271 2.77 78.86 0.926
## 272 2.77 78.86 0.926
## 273 2.77 78.86 0.926
## 274 2.77 78.86 0.926
## 275 2.77 78.86 0.926
## 276 2.77 78.86 0.926
## 277 2.77 78.86 0.926
## 278 2.77 78.86 0.926
## 279 2.77 78.86 0.926
## 280 2.77 78.86 0.926
## 281 2.77 78.86 0.926
## 282 2.77 78.86 0.926
## 283 2.77 78.86 0.926
## 284 2.77 78.86 0.926
## 285 2.77 78.86 0.926
## 286 2.77 78.86 0.926
## 287 2.77 78.86 0.926
## 288 2.77 78.86 0.926
## 289 2.77 78.86 0.926
## 290 2.77 78.86 0.926
## 291 2.77 78.86 0.926
## 292 2.77 78.86 0.926
## 293 2.77 78.86 0.926
## 294 2.77 78.86 0.926
## 295 2.77 78.86 0.926
## 296 2.77 78.86 0.926
## 297 2.77 78.86 0.926
## 298 2.77 78.86 0.926
## 299 2.77 78.86 0.926
## 300 2.77 78.86 0.926
## 301 2.77 78.86 0.926
## 302 2.77 78.86 0.926
## 303 2.77 78.86 0.926
## 304 2.77 78.86 0.926
## 305 2.77 78.86 0.926
## 306 2.77 78.86 0.926
## 307 2.77 78.86 0.926
## 308 2.77 78.86 0.926
## 309 2.77 78.86 0.926
## 310 2.77 78.86 0.926
## 311 2.77 78.86 0.926
## 312 2.77 78.86 0.926
## 313 2.77 78.86 0.926
## 314 2.77 78.86 0.926
## 315 2.77 78.86 0.926
## 316 2.77 78.86 0.926
## 317 2.77 78.86 0.926
## 318 2.77 78.86 0.926
## 319 2.77 78.86 0.926
## 320 2.77 78.86 0.926
## 321 2.77 78.86 0.926
## 322 2.77 78.86 0.926
## 323 2.77 78.86 0.926
## 324 2.77 78.86 0.926
## 325 2.77 78.86 0.926
## 326 2.77 78.86 0.926
## 327 2.77 78.86 0.926
## 328 2.77 78.86 0.926
## 329 2.77 78.86 0.926
## 330 2.77 78.86 0.926
## 331 2.77 78.86 0.926
## 332 2.77 78.86 0.926
## 333 2.77 78.86 0.926
## 334 2.77 78.86 0.926
## 335 2.77 78.86 0.926
## 336 2.77 78.86 0.926
## 337 2.77 78.86 0.926
## 338 2.77 78.86 0.926
## 339 2.77 78.86 0.926
## 340 2.77 78.86 0.926
## 341 2.77 78.86 0.926
## 342 2.77 78.86 0.926
## 343 2.77 78.86 0.926
## 344 2.77 78.86 0.926
## 345 2.77 78.86 0.926
## 346 2.77 78.86 0.926
## 347 2.77 78.86 0.926
## 348 2.77 78.86 0.926
## 349 2.77 78.86 0.926
## 350 2.77 78.86 0.926
## 351 2.77 78.86 0.926
## 352 2.77 78.86 0.926
## 353 2.77 78.86 0.926
## 354 2.77 78.86 0.926
## 355 2.77 78.86 0.926
## 356 2.77 78.86 0.926
## 357 2.77 78.86 0.926
## 358 2.77 78.86 0.926
## 359 2.77 78.86 0.926
## 360 2.77 78.86 0.926
## 361 2.77 78.86 0.926
## 362 2.77 78.86 0.926
## 363 2.77 78.86 0.926
## 364 2.77 78.86 0.926
## 365 2.77 78.86 0.926
## 366 2.77 78.86 0.926
## 367 2.77 78.86 0.926
## 368 2.77 78.86 0.926
## 369 2.77 78.86 0.926
## 370 2.77 78.86 0.926
## 371 2.77 78.86 0.926
## 372 2.77 78.86 0.926
## 373 2.77 78.86 0.926
## 374 2.77 78.86 0.926
## 375 2.77 78.86 0.926
## 376 2.77 78.86 0.926
## 377 2.77 78.86 0.926
## 378 2.77 78.86 0.926
## 379 2.77 78.86 0.926
## 380 2.77 78.86 0.926
## 381 2.77 78.86 0.926
## 382 2.77 78.86 0.926
## 383 2.77 78.86 0.926
## 384 2.77 78.86 0.926
## 385 2.77 78.86 0.926
## 386 2.77 78.86 0.926
## 387 2.77 78.86 0.926
## 388 2.77 78.86 0.926
## 389 2.77 78.86 0.926
## 390 2.77 78.86 0.926
## 391 2.77 78.86 0.926
## 392 2.77 78.86 0.926
## 393 2.77 78.86 0.926
## 394 2.77 78.86 0.926
## 395 2.77 78.86 0.926
## 396 2.77 78.86 0.926
## 397 2.77 78.86 0.926
## 398 2.77 78.86 0.926
## 399 2.77 78.86 0.926
## 400 2.77 78.86 0.926
## 401 2.77 78.86 0.926
## 402 2.77 78.86 0.926
## 403 2.77 78.86 0.926
## 404 2.77 78.86 0.926
## 405 2.77 78.86 0.926
## 406 2.77 78.86 0.926
## 407 2.77 78.86 0.926
## 408 2.77 78.86 0.926
## 409 2.77 78.86 0.926
## 410 2.77 78.86 0.926
## 411 2.77 78.86 0.926
## 412 2.77 78.86 0.926
## 413 2.77 78.86 0.926
## 414 2.77 78.86 0.926
## 415 2.77 78.86 0.926
## 416 2.77 78.86 0.926
## 417 2.77 78.86 0.926
## 418 2.77 78.86 0.926
## 419 2.77 78.86 0.926
## 420 2.77 78.86 0.926
## 421 2.77 78.86 0.926
## 422 2.77 78.86 0.926
## 423 2.77 78.86 0.926
## 424 2.77 78.86 0.926
## 425 2.77 78.86 0.926
## 426 2.77 78.86 0.926
## 427 2.77 78.86 0.926
## 428 2.77 78.86 0.926
## 429 2.77 78.86 0.926
## 430 2.77 78.86 0.926
## 431 2.77 78.86 0.926
## 432 2.77 78.86 0.926
## 433 2.77 78.86 0.926
## 434 2.77 78.86 0.926
## 435 2.77 78.86 0.926
## 436 2.77 78.86 0.926
## 437 2.77 78.86 0.926
## 438 2.77 78.86 0.926
## 439 2.77 78.86 0.926
## 440 2.77 78.86 0.926
## 441 2.77 78.86 0.926
## 442 2.77 78.86 0.926
## 443 2.77 78.86 0.926
## 444 2.77 78.86 0.926
## 445 2.77 78.86 0.926
## 446 2.77 78.86 0.926
## 447 2.77 78.86 0.926
## 448 2.77 78.86 0.926
## 449 2.77 78.86 0.926
## 450 2.77 78.86 0.926
## 451 2.77 78.86 0.926
## 452 2.77 78.86 0.926
## 453 2.77 78.86 0.926
## 454 2.77 78.86 0.926
## 455 2.77 78.86 0.926
## 456 2.77 78.86 0.926
## 457 2.77 78.86 0.926
## 458 2.77 78.86 0.926
## 459 2.77 78.86 0.926
## 460 2.77 78.86 0.926
## excess_mortality_cumulative_absolute excess_mortality_cumulative
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA
## 7 420008.8 14.75
## 8 NA NA
## 9 NA NA
## 10 NA NA
## 11 NA NA
## 12 NA NA
## 13 NA NA
## 14 444722.2 15.29
## 15 NA NA
## 16 NA NA
## 17 NA NA
## 18 NA NA
## 19 NA NA
## 20 NA NA
## 21 472092.6 15.91
## 22 NA NA
## 23 NA NA
## 24 NA NA
## 25 NA NA
## 26 NA NA
## 27 NA NA
## 28 495590.0 16.35
## 29 NA NA
## 30 NA NA
## 31 NA NA
## 32 NA NA
## 33 NA NA
## 34 NA NA
## 35 519084.8 16.77
## 36 NA NA
## 37 NA NA
## 38 NA NA
## 39 NA NA
## 40 NA NA
## 41 NA NA
## 42 540369.4 17.12
## 43 NA NA
## 44 NA NA
## 45 NA NA
## 46 NA NA
## 47 NA NA
## 48 NA NA
## 49 558041.2 17.34
## 50 NA NA
## 51 NA NA
## 52 NA NA
## 53 NA NA
## 54 NA NA
## 55 NA NA
## 56 573349.6 17.48
## 57 NA NA
## 58 NA NA
## 59 NA NA
## 60 NA NA
## 61 NA NA
## 62 NA NA
## 63 583510.2 17.46
## 64 NA NA
## 65 NA NA
## 66 NA NA
## 67 NA NA
## 68 NA NA
## 69 NA NA
## 70 592017.0 17.40
## 71 NA NA
## 72 NA NA
## 73 NA NA
## 74 NA NA
## 75 NA NA
## 76 NA NA
## 77 598445.8 17.28
## 78 NA NA
## 79 NA NA
## 80 NA NA
## 81 NA NA
## 82 NA NA
## 83 NA NA
## 84 602088.6 17.09
## 85 NA NA
## 86 NA NA
## 87 NA NA
## 88 NA NA
## 89 NA NA
## 90 NA NA
## 91 603742.4 16.85
## 92 NA NA
## 93 NA NA
## 94 NA NA
## 95 NA NA
## 96 NA NA
## 97 NA NA
## 98 604940.6 16.61
## 99 NA NA
## 100 NA NA
## 101 NA NA
## 102 NA NA
## 103 NA NA
## 104 NA NA
## 105 606938.2 16.40
## 106 NA NA
## 107 NA NA
## 108 NA NA
## 109 NA NA
## 110 NA NA
## 111 NA NA
## 112 607563.0 16.16
## 113 NA NA
## 114 NA NA
## 115 NA NA
## 116 NA NA
## 117 NA NA
## 118 NA NA
## 119 610584.8 16.00
## 120 NA NA
## 121 NA NA
## 122 NA NA
## 123 NA NA
## 124 NA NA
## 125 NA NA
## 126 612157.0 15.80
## 127 NA NA
## 128 NA NA
## 129 NA NA
## 130 NA NA
## 131 NA NA
## 132 NA NA
## 133 615954.0 15.67
## 134 NA NA
## 135 NA NA
## 136 NA NA
## 137 NA NA
## 138 NA NA
## 139 NA NA
## 140 619948.8 15.55
## 141 NA NA
## 142 NA NA
## 143 NA NA
## 144 NA NA
## 145 NA NA
## 146 NA NA
## 147 623084.0 15.41
## 148 NA NA
## 149 NA NA
## 150 NA NA
## 151 NA NA
## 152 NA NA
## 153 NA NA
## 154 626507.6 15.29
## 155 NA NA
## 156 NA NA
## 157 NA NA
## 158 NA NA
## 159 NA NA
## 160 NA NA
## 161 630746.8 15.19
## 162 NA NA
## 163 NA NA
## 164 NA NA
## 165 NA NA
## 166 NA NA
## 167 NA NA
## 168 633681.8 15.07
## 169 NA NA
## 170 NA NA
## 171 NA NA
## 172 NA NA
## 173 NA NA
## 174 NA NA
## 175 637094.6 14.96
## 176 NA NA
## 177 NA NA
## 178 NA NA
## 179 NA NA
## 180 NA NA
## 181 NA NA
## 182 639583.8 14.82
## 183 NA NA
## 184 NA NA
## 185 NA NA
## 186 NA NA
## 187 NA NA
## 188 NA NA
## 189 642796.6 14.71
## 190 NA NA
## 191 NA NA
## 192 NA NA
## 193 NA NA
## 194 NA NA
## 195 NA NA
## 196 645823.2 14.60
## 197 NA NA
## 198 NA NA
## 199 NA NA
## 200 NA NA
## 201 NA NA
## 202 NA NA
## 203 649563.8 14.51
## 204 NA NA
## 205 NA NA
## 206 NA NA
## 207 NA NA
## 208 NA NA
## 209 NA NA
## 210 652803.8 14.41
## 211 NA NA
## 212 NA NA
## 213 NA NA
## 214 NA NA
## 215 NA NA
## 216 NA NA
## 217 656351.0 14.32
## 218 NA NA
## 219 NA NA
## 220 NA NA
## 221 NA NA
## 222 NA NA
## 223 NA NA
## 224 661463.0 14.27
## 225 NA NA
## 226 NA NA
## 227 NA NA
## 228 NA NA
## 229 NA NA
## 230 NA NA
## 231 668556.2 14.26
## 232 NA NA
## 233 NA NA
## 234 NA NA
## 235 NA NA
## 236 NA NA
## 237 NA NA
## 238 679046.6 14.32
## 239 NA NA
## 240 NA NA
## 241 NA NA
## 242 NA NA
## 243 NA NA
## 244 NA NA
## 245 692578.6 14.44
## 246 NA NA
## 247 NA NA
## 248 NA NA
## 249 NA NA
## 250 NA NA
## 251 NA NA
## 252 709265.4 14.63
## 253 NA NA
## 254 NA NA
## 255 NA NA
## 256 NA NA
## 257 NA NA
## 258 NA NA
## 259 728278.0 14.86
## 260 NA NA
## 261 NA NA
## 262 NA NA
## 263 NA NA
## 264 NA NA
## 265 NA NA
## 266 748108.4 15.10
## 267 NA NA
## 268 NA NA
## 269 NA NA
## 270 NA NA
## 271 NA NA
## 272 NA NA
## 273 767785.0 15.33
## 274 NA NA
## 275 NA NA
## 276 NA NA
## 277 NA NA
## 278 NA NA
## 279 NA NA
## 280 786818.6 15.54
## 281 NA NA
## 282 NA NA
## 283 NA NA
## 284 NA NA
## 285 NA NA
## 286 NA NA
## 287 804538.2 15.72
## 288 NA NA
## 289 NA NA
## 290 NA NA
## 291 NA NA
## 292 NA NA
## 293 NA NA
## 294 821238.6 15.88
## 295 NA NA
## 296 NA NA
## 297 NA NA
## 298 NA NA
## 299 NA NA
## 300 NA NA
## 301 834515.2 15.97
## 302 NA NA
## 303 NA NA
## 304 NA NA
## 305 NA NA
## 306 NA NA
## 307 NA NA
## 308 846338.0 16.03
## 309 NA NA
## 310 NA NA
## 311 NA NA
## 312 NA NA
## 313 NA NA
## 314 NA NA
## 315 857100.6 16.06
## 316 NA NA
## 317 NA NA
## 318 NA NA
## 319 NA NA
## 320 NA NA
## 321 NA NA
## 322 867224.2 16.08
## 323 NA NA
## 324 NA NA
## 325 NA NA
## 326 NA NA
## 327 NA NA
## 328 NA NA
## 329 876736.0 16.09
## 330 NA NA
## 331 NA NA
## 332 NA NA
## 333 NA NA
## 334 NA NA
## 335 NA NA
## 336 886752.8 16.11
## 337 NA NA
## 338 NA NA
## 339 NA NA
## 340 NA NA
## 341 NA NA
## 342 NA NA
## 343 895520.4 16.10
## 344 NA NA
## 345 NA NA
## 346 NA NA
## 347 NA NA
## 348 NA NA
## 349 NA NA
## 350 905149.4 16.11
## 351 NA NA
## 352 NA NA
## 353 NA NA
## 354 NA NA
## 355 NA NA
## 356 NA NA
## 357 916433.4 16.14
## 358 NA NA
## 359 NA NA
## 360 NA NA
## 361 NA NA
## 362 NA NA
## 363 NA NA
## 364 928275.0 16.19
## 365 NA NA
## 366 NA NA
## 367 NA NA
## 368 NA NA
## 369 NA NA
## 370 NA NA
## 371 938915.4 16.20
## 372 NA NA
## 373 NA NA
## 374 NA NA
## 375 NA NA
## 376 NA NA
## 377 NA NA
## 378 949552.8 16.22
## 379 NA NA
## 380 NA NA
## 381 NA NA
## 382 NA NA
## 383 NA NA
## 384 NA NA
## 385 961592.6 16.26
## 386 NA NA
## 387 NA NA
## 388 NA NA
## 389 NA NA
## 390 NA NA
## 391 NA NA
## 392 973937.3 16.29
## 393 NA NA
## 394 NA NA
## 395 NA NA
## 396 NA NA
## 397 NA NA
## 398 NA NA
## 399 990364.4 16.39
## 400 NA NA
## 401 NA NA
## 402 NA NA
## 403 NA NA
## 404 NA NA
## 405 NA NA
## 406 1008355.3 16.51
## 407 NA NA
## 408 NA NA
## 409 NA NA
## 410 NA NA
## 411 NA NA
## 412 NA NA
## 413 1025527.4 16.62
## 414 NA NA
## 415 NA NA
## 416 NA NA
## 417 NA NA
## 418 NA NA
## 419 NA NA
## 420 1037396.1 16.65
## 421 NA NA
## 422 NA NA
## 423 NA NA
## 424 NA NA
## 425 NA NA
## 426 NA NA
## 427 NA NA
## 428 NA NA
## 429 NA NA
## 430 NA NA
## 431 NA NA
## 432 NA NA
## 433 NA NA
## 434 NA NA
## 435 NA NA
## 436 NA NA
## 437 NA NA
## 438 NA NA
## 439 NA NA
## 440 NA NA
## 441 NA NA
## 442 NA NA
## 443 NA NA
## 444 NA NA
## 445 NA NA
## 446 NA NA
## 447 NA NA
## 448 NA NA
## 449 NA NA
## 450 NA NA
## 451 NA NA
## 452 NA NA
## 453 NA NA
## 454 NA NA
## 455 NA NA
## 456 NA NA
## 457 NA NA
## 458 NA NA
## 459 NA NA
## 460 NA NA
## excess_mortality excess_mortality_cumulative_per_million
## 1 NA NA
## 2 NA NA
## 3 NA NA
## 4 NA NA
## 5 NA NA
## 6 NA NA
## 7 40.19 1261.609
## 8 NA NA
## 9 NA NA
## 10 NA NA
## 11 NA NA
## 12 NA NA
## 13 NA NA
## 14 41.46 1335.843
## 15 NA NA
## 16 NA NA
## 17 NA NA
## 18 NA NA
## 19 NA NA
## 20 NA NA
## 21 45.92 1418.057
## 22 NA NA
## 23 NA NA
## 24 NA NA
## 25 NA NA
## 26 NA NA
## 27 NA NA
## 28 36.97 1488.638
## 29 NA NA
## 30 NA NA
## 31 NA NA
## 32 NA NA
## 33 NA NA
## 34 NA NA
## 35 36.76 1559.211
## 36 NA NA
## 37 NA NA
## 38 NA NA
## 39 NA NA
## 40 NA NA
## 41 NA NA
## 42 34.12 1623.145
## 43 NA NA
## 44 NA NA
## 45 NA NA
## 46 NA NA
## 47 NA NA
## 48 NA NA
## 49 28.73 1676.227
## 50 NA NA
## 51 NA NA
## 52 NA NA
## 53 NA NA
## 54 NA NA
## 55 NA NA
## 56 25.02 1722.210
## 57 NA NA
## 58 NA NA
## 59 NA NA
## 60 NA NA
## 61 NA NA
## 62 NA NA
## 63 16.57 1752.730
## 64 NA NA
## 65 NA NA
## 66 NA NA
## 67 NA NA
## 68 NA NA
## 69 NA NA
## 70 13.95 1778.282
## 71 NA NA
## 72 NA NA
## 73 NA NA
## 74 NA NA
## 75 NA NA
## 76 NA NA
## 77 10.66 1797.593
## 78 NA NA
## 79 NA NA
## 80 NA NA
## 81 NA NA
## 82 NA NA
## 83 NA NA
## 84 6.07 1808.535
## 85 NA NA
## 86 NA NA
## 87 NA NA
## 88 NA NA
## 89 NA NA
## 90 NA NA
## 91 2.75 1813.503
## 92 NA NA
## 93 NA NA
## 94 NA NA
## 95 NA NA
## 96 NA NA
## 97 NA NA
## 98 2.03 1817.102
## 99 NA NA
## 100 NA NA
## 101 NA NA
## 102 NA NA
## 103 NA NA
## 104 NA NA
## 105 3.40 1823.102
## 106 NA NA
## 107 NA NA
## 108 NA NA
## 109 NA NA
## 110 NA NA
## 111 NA NA
## 112 1.08 1824.979
## 113 NA NA
## 114 NA NA
## 115 NA NA
## 116 NA NA
## 117 NA NA
## 118 NA NA
## 119 5.21 1834.056
## 120 NA NA
## 121 NA NA
## 122 NA NA
## 123 NA NA
## 124 NA NA
## 125 NA NA
## 126 2.73 1838.778
## 127 NA NA
## 128 NA NA
## 129 NA NA
## 130 NA NA
## 131 NA NA
## 132 NA NA
## 133 6.73 1850.184
## 134 NA NA
## 135 NA NA
## 136 NA NA
## 137 NA NA
## 138 NA NA
## 139 NA NA
## 140 7.16 1862.183
## 141 NA NA
## 142 NA NA
## 143 NA NA
## 144 NA NA
## 145 NA NA
## 146 NA NA
## 147 5.62 1871.600
## 148 NA NA
## 149 NA NA
## 150 NA NA
## 151 NA NA
## 152 NA NA
## 153 NA NA
## 154 6.22 1881.884
## 155 NA NA
## 156 NA NA
## 157 NA NA
## 158 NA NA
## 159 NA NA
## 160 NA NA
## 161 7.78 1894.618
## 162 NA NA
## 163 NA NA
## 164 NA NA
## 165 NA NA
## 166 NA NA
## 167 NA NA
## 168 5.40 1903.434
## 169 NA NA
## 170 NA NA
## 171 NA NA
## 172 NA NA
## 173 NA NA
## 174 NA NA
## 175 6.32 1913.685
## 176 NA NA
## 177 NA NA
## 178 NA NA
## 179 NA NA
## 180 NA NA
## 181 NA NA
## 182 4.57 1921.162
## 183 NA NA
## 184 NA NA
## 185 NA NA
## 186 NA NA
## 187 NA NA
## 188 NA NA
## 189 5.96 1930.813
## 190 NA NA
## 191 NA NA
## 192 NA NA
## 193 NA NA
## 194 NA NA
## 195 NA NA
## 196 5.62 1939.904
## 197 NA NA
## 198 NA NA
## 199 NA NA
## 200 NA NA
## 201 NA NA
## 202 NA NA
## 203 6.97 1951.140
## 204 NA NA
## 205 NA NA
## 206 NA NA
## 207 NA NA
## 208 NA NA
## 209 NA NA
## 210 6.01 1960.872
## 211 NA NA
## 212 NA NA
## 213 NA NA
## 214 NA NA
## 215 NA NA
## 216 NA NA
## 217 6.62 1971.527
## 218 NA NA
## 219 NA NA
## 220 NA NA
## 221 NA NA
## 222 NA NA
## 223 NA NA
## 224 9.60 1986.882
## 225 NA NA
## 226 NA NA
## 227 NA NA
## 228 NA NA
## 229 NA NA
## 230 NA NA
## 231 13.35 2008.188
## 232 NA NA
## 233 NA NA
## 234 NA NA
## 235 NA NA
## 236 NA NA
## 237 NA NA
## 238 19.73 2039.699
## 239 NA NA
## 240 NA NA
## 241 NA NA
## 242 NA NA
## 243 NA NA
## 244 NA NA
## 245 25.37 2080.346
## 246 NA NA
## 247 NA NA
## 248 NA NA
## 249 NA NA
## 250 NA NA
## 251 NA NA
## 252 31.41 2130.469
## 253 NA NA
## 254 NA NA
## 255 NA NA
## 256 NA NA
## 257 NA NA
## 258 NA NA
## 259 35.89 2187.579
## 260 NA NA
## 261 NA NA
## 262 NA NA
## 263 NA NA
## 264 NA NA
## 265 NA NA
## 266 37.16 2247.145
## 267 NA NA
## 268 NA NA
## 269 NA NA
## 270 NA NA
## 271 NA NA
## 272 NA NA
## 273 36.72 2306.249
## 274 NA NA
## 275 NA NA
## 276 NA NA
## 277 NA NA
## 278 NA NA
## 279 NA NA
## 280 35.36 2363.421
## 281 NA NA
## 282 NA NA
## 283 NA NA
## 284 NA NA
## 285 NA NA
## 286 NA NA
## 287 32.86 2416.647
## 288 NA NA
## 289 NA NA
## 290 NA NA
## 291 NA NA
## 292 NA NA
## 293 NA NA
## 294 30.92 2466.811
## 295 NA NA
## 296 NA NA
## 297 NA NA
## 298 NA NA
## 299 NA NA
## 300 NA NA
## 301 24.11 2506.691
## 302 NA NA
## 303 NA NA
## 304 NA NA
## 305 NA NA
## 306 NA NA
## 307 NA NA
## 308 21.53 2542.204
## 309 NA NA
## 310 NA NA
## 311 NA NA
## 312 NA NA
## 313 NA NA
## 314 NA NA
## 315 19.37 2574.532
## 316 NA NA
## 317 NA NA
## 318 NA NA
## 319 NA NA
## 320 NA NA
## 321 NA NA
## 322 18.17 2604.941
## 323 NA NA
## 324 NA NA
## 325 NA NA
## 326 NA NA
## 327 NA NA
## 328 NA NA
## 329 16.97 2633.512
## 330 NA NA
## 331 NA NA
## 332 NA NA
## 333 NA NA
## 334 NA NA
## 335 NA NA
## 336 17.78 2663.601
## 337 NA NA
## 338 NA NA
## 339 NA NA
## 340 NA NA
## 341 NA NA
## 342 NA NA
## 343 15.35 2689.936
## 344 NA NA
## 345 NA NA
## 346 NA NA
## 347 NA NA
## 348 NA NA
## 349 NA NA
## 350 16.86 2718.860
## 351 NA NA
## 352 NA NA
## 353 NA NA
## 354 NA NA
## 355 NA NA
## 356 NA NA
## 357 19.60 2752.754
## 358 NA NA
## 359 NA NA
## 360 NA NA
## 361 NA NA
## 362 NA NA
## 363 NA NA
## 364 20.16 2788.324
## 365 NA NA
## 366 NA NA
## 367 NA NA
## 368 NA NA
## 369 NA NA
## 370 NA NA
## 371 18.00 2820.285
## 372 NA NA
## 373 NA NA
## 374 NA NA
## 375 NA NA
## 376 NA NA
## 377 NA NA
## 378 17.77 2852.237
## 379 NA NA
## 380 NA NA
## 381 NA NA
## 382 NA NA
## 383 NA NA
## 384 NA NA
## 385 19.95 2888.402
## 386 NA NA
## 387 NA NA
## 388 NA NA
## 389 NA NA
## 390 NA NA
## 391 NA NA
## 392 19.19 2925.483
## 393 NA NA
## 394 NA NA
## 395 NA NA
## 396 NA NA
## 397 NA NA
## 398 NA NA
## 399 25.40 2974.826
## 400 NA NA
## 401 NA NA
## 402 NA NA
## 403 NA NA
## 404 NA NA
## 405 NA NA
## 406 28.49 3028.866
## 407 NA NA
## 408 NA NA
## 409 NA NA
## 410 NA NA
## 411 NA NA
## 412 NA NA
## 413 27.57 3080.447
## 414 NA NA
## 415 NA NA
## 416 NA NA
## 417 NA NA
## 418 NA NA
## 419 NA NA
## 420 19.16 3116.098
## 421 NA NA
## 422 NA NA
## 423 NA NA
## 424 NA NA
## 425 NA NA
## 426 NA NA
## 427 NA NA
## 428 NA NA
## 429 NA NA
## 430 NA NA
## 431 NA NA
## 432 NA NA
## 433 NA NA
## 434 NA NA
## 435 NA NA
## 436 NA NA
## 437 NA NA
## 438 NA NA
## 439 NA NA
## 440 NA NA
## 441 NA NA
## 442 NA NA
## 443 NA NA
## 444 NA NA
## 445 NA NA
## 446 NA NA
## 447 NA NA
## 448 NA NA
## 449 NA NA
## 450 NA NA
## 451 NA NA
## 452 NA NA
## 453 NA NA
## 454 NA NA
## 455 NA NA
## 456 NA NA
## 457 NA NA
## 458 NA NA
## 459 NA NA
## 460 NA NAdf_1 = inner_join(sp500, covid_US, by = "Date")
df_2 = inner_join(TOPIX, covid_JPN, by = "Date")
df_3 = inner_join(ASX200, covid_AUS, by = "Date")
df_4 = inner_join(NSEI, covid_IND, by = "Date")
df_5 = inner_join(SSEC, covid_CHN, by = "Date")
covid_joined <- rbind(df_1, df_2, df_3, df_4, df_5)
covid_joined$Date <- ymd(covid_joined$Date)
covid_joined$Price <- as.numeric(gsub(",","",covid_joined$Price))
covid_joined$Open <- as.numeric(gsub(",","",covid_joined$Open))
covid_joined$High <- as.numeric(gsub(",","",covid_joined$High))
covid_joined$Low <- as.numeric(gsub(",","",covid_joined$Low))
covid_joined$Change.. <- as.numeric(gsub("%","",covid_joined$Change..))
# example analysis for US
US_data = covid_joined[covid_joined$location == "United States",]
plot(US_data$Price ~ US_data$Date)
2 Question 1 - intial data visualisation
3 First visualisation - visualising distribution of gains and losses amoung different years
covid_joined <- covid_joined %>%
filter(Date >= "2020-03-11") %>%
mutate(Year_category = case_when(
Date >= "2020-03-11" & Date < "2021-01-01" ~ "1st year",
Date >= "2021-01-01" & Date < "2022-01-01" ~ "2nd year",
Date >= "2022-01-01" & Date < "2023-01-01" ~ "3rd year (ongoing)"))
# not using the ggplot but leaving it here in case, instead using the plotly becuase it is interactive
#ggplot(covid_joined, aes(x=Change.., y = location, fill = Year_category)) + geom_boxplot(outlier.colour="black",
# outlier.size=0.3, notch=TRUE) + theme_clean() + labs(y = "country", x = "Distribution of daily #gains/losses (%)") +
#ggtitle("Distrubtion of daily gains/losses during the years of the pandemic")
fig <- plot_ly(covid_joined, x = ~Change.., y = ~location, color = ~Year_category, type = "box") %>% layout(boxmode = "group", title = 'Distribution of gains and losses over the pandemic',
xaxis = list(showgrid = TRUE),
yaxis = list(showgrid = TRUE))4 evolution of countries through the pandemic (not finisihed)
head(covid_joined)
# Asset tickers
tickers = c("SPY")
price_data <- tq_get(tickers,
from = '2017-12-27',
to = '2021-12-27',
get = 'stock.prices')
price_data
ret_data <- price_data %>%
group_by(symbol) %>%
tq_transmute(select = adjusted,
mutate_fun = periodReturn,
period = "daily",
col_rename = "ret")
port_ret_tidyquant <- ret_data %>%
tq_portfolio(assets_col = symbol,
returns_col = ret,
col_rename = 'port_ret',
geometric = FALSE)
covid_joined$Change.. <- as.numeric(gsub("%","",covid_joined$Change..))
sp500$cr <- (as.numeric(gsub("%","",sp500$Change..))/100) %>% mutate(cr = cumprod(1 + sp500$cr))
port_cumulative_ret_tidyquant
plot(port_cumulative_ret_tidyquant$port_ret~port_cumulative_ret_tidyquant$date)
port_ret_tidyquant <- ret_data %>%
tq_portfolio(assets_col = symbol,
returns_col = ret,
weights = wts,
col_rename = 'port_ret',
geometric = FALSE)
port_cumulative_ret_tidyquant <- port_ret_tidyquant %>%
mutate(cr = cumprod(1 + port_ret))5 not finished
library(tidyquant)
# Asset tickers
tickers = c('BND', 'VB', 'VEA', 'VOO', 'VWO')
# Asset weights
wts = c(0.1,0.2,0.25,0.25,0.2)
price_data <- tq_get(tickers,
from = '2013-01-01',
to = '2018-03-01',
get = 'stock.prices')
ret_data <- price_data %>%
group_by(symbol) %>%
tq_transmute(select = adjusted,
mutate_fun = periodReturn,
period = "daily",
col_rename = "ret")
port_ret_tidyquant <- ret_data %>%
tq_portfolio(assets_col = symbol,
returns_col = ret,
weights = wts,
col_rename = 'port_ret',
geometric = FALSE)
ret_data <- price_data %>%
group_by(symbol) %>%
tq_transmute(select = adjusted,
mutate_fun = periodReturn,
period = "daily",
col_rename = "ret")
wts_tbl <- tibble(symbol = tickers,
wts = wts)
ret_data <- left_join(ret_data,wts_tbl, by = 'symbol')
ret_data <- ret_data %>%
mutate(wt_return = wts * ret)
port_ret <- ret_data %>%
group_by(date) %>%
summarise(port_ret = sum(wt_return))
port_cumulative_ret <- port_ret %>%
mutate(cr = cumprod(1 + port_ret))
port_cumulative_ret_tidyquant <- port_ret %>%
mutate(cr = cumprod(1 + port_ret))
port_ret_tidyquant
port_retcovid_joined %>%
ggplot(aes(total_cases, total_stock, size=pop, colour = country)) +
geom_point(alpha = 0.5, show.legend = TRUE) +
scale_size(range = c(2,12)) +
# Here comes the gganimate specific bits
labs(title = 'Year: {frame_time}', x = 'GDP per capita in USD', y = 'Life Expectancy') +
transition_time(year) +
shadow_wake(.3)+
ease_aes('linear')6 CLEANING AND (OLD JOIN CODE) (not going to use but will leave it because i think some of the code currently depends on it, will fix in the meeting together)
covid = read.csv("owid-covid-data.csv")
ASX200 = read.csv("S&P_ASX 200 Historical Data.csv", fileEncoding = 'UTF-8-BOM') # This is for Australia7 data clean
#Dropping NA
covid_clean = covid %>% drop_na(new_cases, new_cases_smoothed, new_vaccinations, new_vaccinations_smoothed, new_vaccinations_smoothed_per_million, population, population_density, median_age, extreme_poverty, total_vaccinations, hospital_beds_per_thousand, human_development_index, new_deaths, new_tests, weekly_icu_admissions_per_million, weekly_icu_admissions)
#This code changes the negative case values in the data set to zero
covid_clean$new_cases[covid_clean$new_cases < 0] <- 0#Dropping NA
covid_AUS <- covid %>% filter(location == "Australia")
covid_clean_AUS = covid_AUS %>% drop_na(new_cases, new_cases_smoothed, new_vaccinations, new_vaccinations_smoothed, new_vaccinations_smoothed_per_million, population, population_density, median_age, extreme_poverty, total_vaccinations, hospital_beds_per_thousand, human_development_index, new_deaths, new_tests, total_tests, total_cases)
#This code changes the negative case values in the data set to zero
covid_clean_AUS$new_cases[covid_clean_AUS$new_cases < 0] <- 0
#glimpse(covid_clean)
#covid_clean$date = as.Date(covid_clean$date)
#max(covid_clean$date)
#unique(covid_clean$location)8 the old join
covid2 <- covid_clean_AUS
ASX200$date = mdy(ASX200$Date)
covid2$date = ymd(covid2$date)
covid2 <- covid2 %>%
transform(covid2, date = as.character(date)) %>%
select(date, new_cases, new_deaths, location, new_vaccinations, new_tests, population, population_density, total_tests, total_vaccinations, total_cases)
ASX200$date <- as.character(ASX200$date)
ASX200$date <- as.character(ASX200$date)
covid_AUS <- covid2 %>% filter(location == "Australia")
df_3 = inner_join(ASX200, covid_AUS, by = "date")
df_3 = inner_join(ASX200, covid_AUS, by = "date")
df_aus <- df_3
df_aus$date = as.Date(df_aus$date)
df_aus$Price = as.numeric(gsub(",","",df_aus$Price))9 Q2
df_aus = df_aus[order(as.Date(df_aus$date, format="%d/%m/%Y")),]
colnames(df_aus)[7] = 'Change'
#write.csv(df_aus,"df_aus.csv")df_aus$Price_mul30 = df_aus$Price*30
p1 = ggplot(data = df_aus) + geom_line(aes(x=date, y = new_cases), color = "red") + geom_line(aes(x=date, y = new_vaccinations), color = "light green") + geom_line(aes(x=date, y = new_tests), color = "light blue") +
geom_line(aes(x=date, y = Price_mul30), color = "blue") + theme_bw()
df_aus$Price_mul30 = df_aus$Price*30
p1 = ggplot(data = df_aus) + geom_line(aes(x=date, y = new_cases), color = "red") + geom_line(aes(x=date, y = new_vaccinations), color = "light green") + geom_line(aes(x=date, y = new_tests), color = "light blue")+ theme_bw()
ggplotly(p1)#autoplot(M0, which = 1:2)
#autoplot(M1, which = 1:2)
#autoplot(M2, which = 1:2)M = lm(Price ~ polym(new_tests, new_vaccinations, degree=2, raw=TRUE), data=df_aus)
summary(M)##
## Call:
## lm(formula = Price ~ polym(new_tests, new_vaccinations, degree = 2,
## raw = TRUE), data = df_aus)
##
## Residuals:
## Min 1Q Median 3Q Max
## -484.56 -59.44 7.11 68.74 320.66
##
## Coefficients:
## Estimate
## (Intercept) 6.652e+03
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.0 2.773e-03
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)2.0 -2.754e-09
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.1 3.958e-03
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.1 -2.408e-09
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.2 -8.281e-09
## Std. Error
## (Intercept) 2.498e+01
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.0 4.246e-04
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)2.0 1.455e-09
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.1 3.417e-04
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.1 1.588e-09
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.2 9.333e-10
## t value Pr(>|t|)
## (Intercept) 266.296 < 2e-16
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.0 6.531 3.45e-10
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)2.0 -1.892 0.0596
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.1 11.585 < 2e-16
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.1 -1.516 0.1307
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.2 -8.873 < 2e-16
##
## (Intercept) ***
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.0 ***
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)2.0 .
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.1 ***
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)1.1
## polym(new_tests, new_vaccinations, degree = 2, raw = TRUE)0.2 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 110.5 on 258 degrees of freedom
## Multiple R-squared: 0.7688, Adjusted R-squared: 0.7643
## F-statistic: 171.5 on 5 and 258 DF, p-value: < 2.2e-16ggplot(data = df_aus) + geom_point(aes(x = new_tests, y = Price), color = "light blue") +
geom_point(aes(x = new_vaccinations, y = Price), color = "light green") +
ggtitle("Prices of stocks against new tests and new_vaccinations") + ylab("Price") +theme_classic()
- The behaviour of a dependent variable is explained by a linear, or curvilinear, additive relationship between the dependent variable and a set of k independent variables (xi, i=1 to k).
- The relationship between the dependent variable and any independent variable is linear or curvilinear.
- The independent variables do no depend on each other too.
- The errors are independent, normally distributed with mean zero and a constant variance.
9.1 Rolling correlation
- (part of question 2 done by maxim) BTW THIS CODE IS REALLY MESSY :)
mySymbols <- c('AMZN', '^GSPC','NFLX','MSFT','GOOG','NVAX','DIS','WMT','COST','V','FB','AXP','CMCSA','PFE','MRNA')
myStocks <-lapply(mySymbols, function(x) {getSymbols(x, src = "yahoo",
from = "2020-01-01",
to = "2022-04-04",
periodicity = "daily",
auto.assign=FALSE)} )## 'getSymbols' currently uses auto.assign=TRUE by default, but will
## use auto.assign=FALSE in 0.5-0. You will still be able to use
## 'loadSymbols' to automatically load data. getOption("getSymbols.env")
## and getOption("getSymbols.auto.assign") will still be checked for
## alternate defaults.
##
## This message is shown once per session and may be disabled by setting
## options("getSymbols.warning4.0"=FALSE). See ?getSymbols for details.closePrices <- lapply(myStocks, Cl)
closePrices <- as.data.frame(do.call(merge, closePrices))
closePrices <- na.omit(log(closePrices/lag(closePrices)))
closePrices <- rownames_to_column(closePrices, "Date")
date <- closePrices["Date"]
date## Date
## 1 2020-01-03
## 2 2020-01-06
## 3 2020-01-07
## 4 2020-01-08
## 5 2020-01-09
## 6 2020-01-10
## 7 2020-01-13
## 8 2020-01-14
## 9 2020-01-15
## 10 2020-01-16
## 11 2020-01-17
## 12 2020-01-21
## 13 2020-01-22
## 14 2020-01-23
## 15 2020-01-24
## 16 2020-01-27
## 17 2020-01-28
## 18 2020-01-29
## 19 2020-01-30
## 20 2020-01-31
## 21 2020-02-03
## 22 2020-02-04
## 23 2020-02-05
## 24 2020-02-06
## 25 2020-02-07
## 26 2020-02-10
## 27 2020-02-11
## 28 2020-02-12
## 29 2020-02-13
## 30 2020-02-14
## 31 2020-02-18
## 32 2020-02-19
## 33 2020-02-20
## 34 2020-02-21
## 35 2020-02-24
## 36 2020-02-25
## 37 2020-02-26
## 38 2020-02-27
## 39 2020-02-28
## 40 2020-03-02
## 41 2020-03-03
## 42 2020-03-04
## 43 2020-03-05
## 44 2020-03-06
## 45 2020-03-09
## 46 2020-03-10
## 47 2020-03-11
## 48 2020-03-12
## 49 2020-03-13
## 50 2020-03-16
## 51 2020-03-17
## 52 2020-03-18
## 53 2020-03-19
## 54 2020-03-20
## 55 2020-03-23
## 56 2020-03-24
## 57 2020-03-25
## 58 2020-03-26
## 59 2020-03-27
## 60 2020-03-30
## 61 2020-03-31
## 62 2020-04-01
## 63 2020-04-02
## 64 2020-04-03
## 65 2020-04-06
## 66 2020-04-07
## 67 2020-04-08
## 68 2020-04-09
## 69 2020-04-13
## 70 2020-04-14
## 71 2020-04-15
## 72 2020-04-16
## 73 2020-04-17
## 74 2020-04-20
## 75 2020-04-21
## 76 2020-04-22
## 77 2020-04-23
## 78 2020-04-24
## 79 2020-04-27
## 80 2020-04-28
## 81 2020-04-29
## 82 2020-04-30
## 83 2020-05-01
## 84 2020-05-04
## 85 2020-05-05
## 86 2020-05-06
## 87 2020-05-07
## 88 2020-05-08
## 89 2020-05-11
## 90 2020-05-12
## 91 2020-05-13
## 92 2020-05-14
## 93 2020-05-15
## 94 2020-05-18
## 95 2020-05-19
## 96 2020-05-20
## 97 2020-05-21
## 98 2020-05-22
## 99 2020-05-26
## 100 2020-05-27
## 101 2020-05-28
## 102 2020-05-29
## 103 2020-06-01
## 104 2020-06-02
## 105 2020-06-03
## 106 2020-06-04
## 107 2020-06-05
## 108 2020-06-08
## 109 2020-06-09
## 110 2020-06-10
## 111 2020-06-11
## 112 2020-06-12
## 113 2020-06-15
## 114 2020-06-16
## 115 2020-06-17
## 116 2020-06-18
## 117 2020-06-19
## 118 2020-06-22
## 119 2020-06-23
## 120 2020-06-24
## 121 2020-06-25
## 122 2020-06-26
## 123 2020-06-29
## 124 2020-06-30
## 125 2020-07-01
## 126 2020-07-02
## 127 2020-07-06
## 128 2020-07-07
## 129 2020-07-08
## 130 2020-07-09
## 131 2020-07-10
## 132 2020-07-13
## 133 2020-07-14
## 134 2020-07-15
## 135 2020-07-16
## 136 2020-07-17
## 137 2020-07-20
## 138 2020-07-21
## 139 2020-07-22
## 140 2020-07-23
## 141 2020-07-24
## 142 2020-07-27
## 143 2020-07-28
## 144 2020-07-29
## 145 2020-07-30
## 146 2020-07-31
## 147 2020-08-03
## 148 2020-08-04
## 149 2020-08-05
## 150 2020-08-06
## 151 2020-08-07
## 152 2020-08-10
## 153 2020-08-11
## 154 2020-08-12
## 155 2020-08-13
## 156 2020-08-14
## 157 2020-08-17
## 158 2020-08-18
## 159 2020-08-19
## 160 2020-08-20
## 161 2020-08-21
## 162 2020-08-24
## 163 2020-08-25
## 164 2020-08-26
## 165 2020-08-27
## 166 2020-08-28
## 167 2020-08-31
## 168 2020-09-01
## 169 2020-09-02
## 170 2020-09-03
## 171 2020-09-04
## 172 2020-09-08
## 173 2020-09-09
## 174 2020-09-10
## 175 2020-09-11
## 176 2020-09-14
## 177 2020-09-15
## 178 2020-09-16
## 179 2020-09-17
## 180 2020-09-18
## 181 2020-09-21
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## 183 2020-09-23
## 184 2020-09-24
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## 186 2020-09-28
## 187 2020-09-29
## 188 2020-09-30
## 189 2020-10-01
## 190 2020-10-02
## 191 2020-10-05
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## 253 2021-01-04
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## 364 2021-06-14
## 365 2021-06-15
## 366 2021-06-16
## 367 2021-06-17
## 368 2021-06-18
## 369 2021-06-21
## 370 2021-06-22
## 371 2021-06-23
## 372 2021-06-24
## 373 2021-06-25
## 374 2021-06-28
## 375 2021-06-29
## 376 2021-06-30
## 377 2021-07-01
## 378 2021-07-02
## 379 2021-07-06
## 380 2021-07-07
## 381 2021-07-08
## 382 2021-07-09
## 383 2021-07-12
## 384 2021-07-13
## 385 2021-07-14
## 386 2021-07-15
## 387 2021-07-16
## 388 2021-07-19
## 389 2021-07-20
## 390 2021-07-21
## 391 2021-07-22
## 392 2021-07-23
## 393 2021-07-26
## 394 2021-07-27
## 395 2021-07-28
## 396 2021-07-29
## 397 2021-07-30
## 398 2021-08-02
## 399 2021-08-03
## 400 2021-08-04
## 401 2021-08-05
## 402 2021-08-06
## 403 2021-08-09
## 404 2021-08-10
## 405 2021-08-11
## 406 2021-08-12
## 407 2021-08-13
## 408 2021-08-16
## 409 2021-08-17
## 410 2021-08-18
## 411 2021-08-19
## 412 2021-08-20
## 413 2021-08-23
## 414 2021-08-24
## 415 2021-08-25
## 416 2021-08-26
## 417 2021-08-27
## 418 2021-08-30
## 419 2021-08-31
## 420 2021-09-01
## 421 2021-09-02
## 422 2021-09-03
## 423 2021-09-07
## 424 2021-09-08
## 425 2021-09-09
## 426 2021-09-10
## 427 2021-09-13
## 428 2021-09-14
## 429 2021-09-15
## 430 2021-09-16
## 431 2021-09-17
## 432 2021-09-20
## 433 2021-09-21
## 434 2021-09-22
## 435 2021-09-23
## 436 2021-09-24
## 437 2021-09-27
## 438 2021-09-28
## 439 2021-09-29
## 440 2021-09-30
## 441 2021-10-01
## 442 2021-10-04
## 443 2021-10-05
## 444 2021-10-06
## 445 2021-10-07
## 446 2021-10-08
## 447 2021-10-11
## 448 2021-10-12
## 449 2021-10-13
## 450 2021-10-14
## 451 2021-10-15
## 452 2021-10-18
## 453 2021-10-19
## 454 2021-10-20
## 455 2021-10-21
## 456 2021-10-22
## 457 2021-10-25
## 458 2021-10-26
## 459 2021-10-27
## 460 2021-10-28
## 461 2021-10-29
## 462 2021-11-01
## 463 2021-11-02
## 464 2021-11-03
## 465 2021-11-04
## 466 2021-11-05
## 467 2021-11-08
## 468 2021-11-09
## 469 2021-11-10
## 470 2021-11-11
## 471 2021-11-12
## 472 2021-11-15
## 473 2021-11-16
## 474 2021-11-17
## 475 2021-11-18
## 476 2021-11-19
## 477 2021-11-22
## 478 2021-11-23
## 479 2021-11-24
## 480 2021-11-26
## 481 2021-11-29
## 482 2021-11-30
## 483 2021-12-01
## 484 2021-12-02
## 485 2021-12-03
## 486 2021-12-06
## 487 2021-12-07
## 488 2021-12-08
## 489 2021-12-09
## 490 2021-12-10
## 491 2021-12-13
## 492 2021-12-14
## 493 2021-12-15
## 494 2021-12-16
## 495 2021-12-17
## 496 2021-12-20
## 497 2021-12-21
## 498 2021-12-22
## 499 2021-12-23
## 500 2021-12-27
## 501 2021-12-28
## 502 2021-12-29
## 503 2021-12-30
## 504 2021-12-31
## 505 2022-01-03
## 506 2022-01-04
## 507 2022-01-05
## 508 2022-01-06
## 509 2022-01-07
## 510 2022-01-10
## 511 2022-01-11
## 512 2022-01-12
## 513 2022-01-13
## 514 2022-01-14
## 515 2022-01-18
## 516 2022-01-19
## 517 2022-01-20
## 518 2022-01-21
## 519 2022-01-24
## 520 2022-01-25
## 521 2022-01-26
## 522 2022-01-27
## 523 2022-01-28
## 524 2022-01-31
## 525 2022-02-01
## 526 2022-02-02
## 527 2022-02-03
## 528 2022-02-04
## 529 2022-02-07
## 530 2022-02-08
## 531 2022-02-09
## 532 2022-02-10
## 533 2022-02-11
## 534 2022-02-14
## 535 2022-02-15
## 536 2022-02-16
## 537 2022-02-17
## 538 2022-02-18
## 539 2022-02-22
## 540 2022-02-23
## 541 2022-02-24
## 542 2022-02-25
## 543 2022-02-28
## 544 2022-03-01
## 545 2022-03-02
## 546 2022-03-03
## 547 2022-03-04
## 548 2022-03-07
## 549 2022-03-08
## 550 2022-03-09
## 551 2022-03-10
## 552 2022-03-11
## 553 2022-03-14
## 554 2022-03-15
## 555 2022-03-16
## 556 2022-03-17
## 557 2022-03-18
## 558 2022-03-21
## 559 2022-03-22
## 560 2022-03-23
## 561 2022-03-24
## 562 2022-03-25
## 563 2022-03-28
## 564 2022-03-29
## 565 2022-03-30
## 566 2022-03-31
## 567 2022-04-01# will need to probably write a function for this later as at the moment i am just hard coding this
corr_AMZN <- as.data.frame(roll_cor(closePrices$AMZN.Close, closePrices$GSPC.Close, width = 150)) %>% cbind(date) %>% na.omit
corr_NFLX <- as.data.frame(roll_cor(closePrices$NFLX.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_MSFT <- as.data.frame(roll_cor(closePrices$MSFT.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_GOOG <- as.data.frame(roll_cor(closePrices$GOOG.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_NVAX <- as.data.frame(roll_cor(closePrices$NVAX.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_DIS <- as.data.frame(roll_cor(closePrices$DIS.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_WMT <- as.data.frame(roll_cor(closePrices$WMT.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_COST <- as.data.frame(roll_cor(closePrices$COST.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_V <- as.data.frame(roll_cor(closePrices$V.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_FB <- as.data.frame(roll_cor(closePrices$FB.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_AXP <- as.data.frame(roll_cor(closePrices$AXP.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_CMCSA <- as.data.frame(roll_cor(closePrices$CMCSA.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_PFE <- as.data.frame(roll_cor(closePrices$PFE.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_MRNA <- as.data.frame(roll_cor(closePrices$MRNA.Close, closePrices$GSPC.Close, width = 150))%>% cbind(date) %>% na.omit
corr_AMZN$symbol <- "AMZN"
corr_NFLX$symbol <- "NFLX"
corr_GOOG$symbol <- "GOOG"
corr_NVAX$symbol <- "NVAX"
corr_V$symbol <- "VISA"
corr_FB$symbol <- "FB"
corr_MSFT$symbol <- "MSFT"
corr_PFE$symbol <- "PFE"
corr_MRNA$symbol <- "MRNA"
colnames(corr_AMZN)[1] = "corr"
colnames(corr_NFLX)[1] = "corr"
colnames(corr_MSFT)[1] = "corr"
colnames(corr_GOOG)[1] = "corr"
colnames(corr_NVAX)[1] = "corr"
colnames(corr_DIS)[1] = "corr"
colnames(corr_WMT)[1] = "corr"
colnames(corr_COST)[1] = "corr"
colnames(corr_V)[1] = "corr"
colnames(corr_FB)[1] = "corr"
colnames(corr_AXP)[1] = "corr"
colnames(corr_CMCSA)[1] = "corr"
colnames(corr_PFE)[1] = "corr"
colnames(corr_MRNA)[1] = "corr"
corr_joined = rbind(corr_AMZN, corr_NFLX, corr_GOOG, corr_NVAX, corr_V, corr_FB, corr_MSFT, corr_PFE, corr_MRNA)
corr_joined$Date <- as.Date(corr_joined$Date)
corr_joined## corr Date symbol
## 150 0.6333700983 2020-08-06 AMZN
## 151 0.6316232034 2020-08-07 AMZN
## 152 0.6311623562 2020-08-10 AMZN
## 153 0.6309524615 2020-08-11 AMZN
## 154 0.6327260279 2020-08-12 AMZN
## 155 0.6327890412 2020-08-13 AMZN
## 156 0.6328102398 2020-08-14 AMZN
## 157 0.6328748022 2020-08-17 AMZN
## 158 0.6298842901 2020-08-18 AMZN
## 159 0.6298043849 2020-08-19 AMZN
## 160 0.6297092490 2020-08-20 AMZN
## 161 0.6300500623 2020-08-21 AMZN
## 162 0.6307165913 2020-08-24 AMZN
## 163 0.6308647766 2020-08-25 AMZN
## 164 0.6311755619 2020-08-26 AMZN
## 165 0.6297547551 2020-08-27 AMZN
## 166 0.6282310986 2020-08-28 AMZN
## 167 0.6273012354 2020-08-31 AMZN
## 168 0.6275112375 2020-09-01 AMZN
## 169 0.6274833336 2020-09-02 AMZN
## 170 0.6605843463 2020-09-03 AMZN
## 171 0.6609189428 2020-09-04 AMZN
## 172 0.6630539533 2020-09-08 AMZN
## 173 0.6658610385 2020-09-09 AMZN
## 174 0.6669177197 2020-09-10 AMZN
## 175 0.6663859936 2020-09-11 AMZN
## 176 0.6652705137 2020-09-14 AMZN
## 177 0.6652317112 2020-09-15 AMZN
## 178 0.6639689209 2020-09-16 AMZN
## 179 0.6637816217 2020-09-17 AMZN
## 180 0.6646533041 2020-09-18 AMZN
## 181 0.6646830096 2020-09-21 AMZN
## 182 0.6606857257 2020-09-22 AMZN
## 183 0.6626342079 2020-09-23 AMZN
## 184 0.6628411333 2020-09-24 AMZN
## 185 0.6594458139 2020-09-25 AMZN
## 186 0.6585777152 2020-09-28 AMZN
## 187 0.6586945652 2020-09-29 AMZN
## 188 0.6507727515 2020-09-30 AMZN
## 189 0.6503337799 2020-10-01 AMZN
## 190 0.6452478851 2020-10-02 AMZN
## 191 0.6437822891 2020-10-05 AMZN
## 192 0.6402457848 2020-10-06 AMZN
## 193 0.6379442153 2020-10-07 AMZN
## 194 0.6364152621 2020-10-08 AMZN
## 195 0.6207212871 2020-10-09 AMZN
## 196 0.6126867057 2020-10-12 AMZN
## 197 0.6042896560 2020-10-13 AMZN
## 198 0.5652290329 2020-10-14 AMZN
## 199 0.5423572561 2020-10-15 AMZN
## 200 0.5186713321 2020-10-16 AMZN
## 201 0.4964001055 2020-10-19 AMZN
## 202 0.5184902983 2020-10-20 AMZN
## 203 0.5197183320 2020-10-21 AMZN
## 204 0.5160043295 2020-10-22 AMZN
## 205 0.5378925152 2020-10-23 AMZN
## 206 0.5609715977 2020-10-26 AMZN
## 207 0.5667103732 2020-10-27 AMZN
## 208 0.5728080586 2020-10-28 AMZN
## 209 0.5662291826 2020-10-29 AMZN
## 210 0.5611515963 2020-10-30 AMZN
## 211 0.5565569168 2020-11-02 AMZN
## 212 0.5554559412 2020-11-03 AMZN
## 213 0.5649072554 2020-11-04 AMZN
## 214 0.5672899125 2020-11-05 AMZN
## 215 0.5573983111 2020-11-06 AMZN
## 216 0.5367288086 2020-11-09 AMZN
## 217 0.5363950511 2020-11-10 AMZN
## 218 0.5390886279 2020-11-11 AMZN
## 219 0.5649743262 2020-11-12 AMZN
## 220 0.5518906219 2020-11-13 AMZN
## 221 0.5607822174 2020-11-16 AMZN
## 222 0.5627110247 2020-11-17 AMZN
## 223 0.5790582632 2020-11-18 AMZN
## 224 0.5858156460 2020-11-19 AMZN
## 225 0.5803398180 2020-11-20 AMZN
## 226 0.5794923654 2020-11-23 AMZN
## 227 0.5798575973 2020-11-24 AMZN
## 228 0.5779723983 2020-11-25 AMZN
## 229 0.5854791483 2020-11-27 AMZN
## 230 0.5852561733 2020-11-30 AMZN
## 231 0.5828990552 2020-12-01 AMZN
## 232 0.5996291837 2020-12-02 AMZN
## 233 0.5794283569 2020-12-03 AMZN
## 234 0.5766817997 2020-12-04 AMZN
## 235 0.5776541442 2020-12-07 AMZN
## 236 0.5817961775 2020-12-08 AMZN
## 237 0.5840534666 2020-12-09 AMZN
## 238 0.5858025985 2020-12-10 AMZN
## 239 0.5862818955 2020-12-11 AMZN
## 240 0.5793847131 2020-12-14 AMZN
## 241 0.5840236717 2020-12-15 AMZN
## 242 0.5818965896 2020-12-16 AMZN
## 243 0.5811796527 2020-12-17 AMZN
## 244 0.5896410670 2020-12-18 AMZN
## 245 0.5938210508 2020-12-21 AMZN
## 246 0.5913918992 2020-12-22 AMZN
## 247 0.5892140206 2020-12-23 AMZN
## 248 0.5890016561 2020-12-24 AMZN
## 249 0.5939454208 2020-12-28 AMZN
## 250 0.5974797358 2020-12-29 AMZN
## 251 0.5965842882 2020-12-30 AMZN
## 252 0.5941552937 2020-12-31 AMZN
## 253 0.5977727717 2021-01-04 AMZN
## 254 0.5991000713 2021-01-05 AMZN
## 255 0.5947858721 2021-01-06 AMZN
## 256 0.5937169550 2021-01-07 AMZN
## 257 0.5980113311 2021-01-08 AMZN
## 258 0.5980179895 2021-01-11 AMZN
## 259 0.6090037926 2021-01-12 AMZN
## 260 0.6131395366 2021-01-13 AMZN
## 261 0.6228486726 2021-01-14 AMZN
## 262 0.6280080579 2021-01-15 AMZN
## 263 0.6272762453 2021-01-19 AMZN
## 264 0.6308487054 2021-01-20 AMZN
## 265 0.6318180735 2021-01-21 AMZN
## 266 0.6321864276 2021-01-22 AMZN
## 267 0.6344762957 2021-01-25 AMZN
## 268 0.6326652228 2021-01-26 AMZN
## 269 0.6377758392 2021-01-27 AMZN
## 270 0.6421315685 2021-01-28 AMZN
## 271 0.6399503841 2021-01-29 AMZN
## 272 0.6433120717 2021-02-01 AMZN
## 273 0.6490436186 2021-02-02 AMZN
## 274 0.6435448166 2021-02-03 AMZN
## 275 0.6463647768 2021-02-04 AMZN
## 276 0.6464554299 2021-02-05 AMZN
## 277 0.6382822781 2021-02-08 AMZN
## 278 0.6360647592 2021-02-09 AMZN
## 279 0.6350976463 2021-02-10 AMZN
## 280 0.6473400824 2021-02-11 AMZN
## 281 0.6478111269 2021-02-12 AMZN
## 282 0.6446188398 2021-02-16 AMZN
## 283 0.6489009720 2021-02-17 AMZN
## 284 0.6573981991 2021-02-18 AMZN
## 285 0.6566636258 2021-02-19 AMZN
## 286 0.6602212644 2021-02-22 AMZN
## 287 0.6737515161 2021-02-23 AMZN
## 288 0.6695183041 2021-02-24 AMZN
## 289 0.6794781474 2021-02-25 AMZN
## 290 0.6715256587 2021-02-26 AMZN
## 291 0.6746115309 2021-03-01 AMZN
## 292 0.6753045600 2021-03-02 AMZN
## 293 0.6781515749 2021-03-03 AMZN
## 294 0.6769190857 2021-03-04 AMZN
## 295 0.6759162600 2021-03-05 AMZN
## 296 0.6776670292 2021-03-08 AMZN
## 297 0.6867396658 2021-03-09 AMZN
## 298 0.6858985999 2021-03-10 AMZN
## 299 0.6871055676 2021-03-11 AMZN
## 300 0.6865620731 2021-03-12 AMZN
## 301 0.6870830033 2021-03-15 AMZN
## 302 0.6871368625 2021-03-16 AMZN
## 303 0.6849529802 2021-03-17 AMZN
## 304 0.6869368742 2021-03-18 AMZN
## 305 0.6849705205 2021-03-19 AMZN
## 306 0.6856065188 2021-03-22 AMZN
## 307 0.6816606825 2021-03-23 AMZN
## 308 0.6899006067 2021-03-24 AMZN
## 309 0.6863405650 2021-03-25 AMZN
## 310 0.6829269918 2021-03-26 AMZN
## 311 0.6824177970 2021-03-29 AMZN
## 312 0.6824929286 2021-03-30 AMZN
## 313 0.6824461148 2021-03-31 AMZN
## 314 0.6829311174 2021-04-01 AMZN
## 315 0.6865443834 2021-04-05 AMZN
## 316 0.6869677327 2021-04-06 AMZN
## 317 0.6883243228 2021-04-07 AMZN
## 318 0.6876790663 2021-04-08 AMZN
## 319 0.6888584943 2021-04-09 AMZN
## 320 0.6742321628 2021-04-12 AMZN
## 321 0.6722685867 2021-04-13 AMZN
## 322 0.6589961617 2021-04-14 AMZN
## 323 0.6524488747 2021-04-15 AMZN
## 324 0.6461137472 2021-04-16 AMZN
## 325 0.6482598330 2021-04-19 AMZN
## 326 0.6540729105 2021-04-20 AMZN
## 327 0.6542063781 2021-04-21 AMZN
## 328 0.6555511078 2021-04-22 AMZN
## 329 0.6534454396 2021-04-23 AMZN
## 330 0.6486013133 2021-04-26 AMZN
## 331 0.6526937619 2021-04-27 AMZN
## 332 0.6536189491 2021-04-28 AMZN
## 333 0.6391977302 2021-04-29 AMZN
## 334 0.6380305101 2021-04-30 AMZN
## 335 0.6285001130 2021-05-03 AMZN
## 336 0.6257793846 2021-05-04 AMZN
## 337 0.6242769481 2021-05-05 AMZN
## 338 0.6260621702 2021-05-06 AMZN
## 339 0.6243506423 2021-05-07 AMZN
## 340 0.6249710859 2021-05-10 AMZN
## 341 0.6126651372 2021-05-11 AMZN
## 342 0.6106025377 2021-05-12 AMZN
## 343 0.6017804331 2021-05-13 AMZN
## 344 0.6070169330 2021-05-14 AMZN
## 345 0.6013400491 2021-05-17 AMZN
## 346 0.5939024279 2021-05-18 AMZN
## 347 0.5948794383 2021-05-19 AMZN
## 348 0.5923769738 2021-05-20 AMZN
## 349 0.5918587893 2021-05-21 AMZN
## 350 0.5954726976 2021-05-24 AMZN
## 351 0.5894437556 2021-05-25 AMZN
## 352 0.5893548562 2021-05-26 AMZN
## 353 0.5881240864 2021-05-27 AMZN
## 354 0.5889596292 2021-05-28 AMZN
## 355 0.5888227755 2021-06-01 AMZN
## 356 0.5984221729 2021-06-02 AMZN
## 357 0.6086172791 2021-06-03 AMZN
## 358 0.5909900758 2021-06-04 AMZN
## 359 0.5883451429 2021-06-07 AMZN
## 360 0.5753712329 2021-06-08 AMZN
## 361 0.5834188752 2021-06-09 AMZN
## 362 0.5805963467 2021-06-10 AMZN
## 363 0.5581231684 2021-06-11 AMZN
## 364 0.5478158558 2021-06-14 AMZN
## 365 0.5474657913 2021-06-15 AMZN
## 366 0.5978459557 2021-06-16 AMZN
## 367 0.5991413010 2021-06-17 AMZN
## 368 0.5939083878 2021-06-18 AMZN
## 369 0.5794586295 2021-06-21 AMZN
## 370 0.5811757366 2021-06-22 AMZN
## 371 0.5843233421 2021-06-23 AMZN
## 372 0.5780141616 2021-06-24 AMZN
## 373 0.5723431844 2021-06-25 AMZN
## 374 0.5715939454 2021-06-28 AMZN
## 375 0.5708563509 2021-06-29 AMZN
## 376 0.5715738792 2021-06-30 AMZN
## 377 0.5722928372 2021-07-01 AMZN
## 378 0.5820238845 2021-07-02 AMZN
## 379 0.5555015000 2021-07-06 AMZN
## 380 0.5543812024 2021-07-07 AMZN
## 381 0.5427855254 2021-07-08 AMZN
## 382 0.5380109756 2021-07-09 AMZN
## 383 0.5374866415 2021-07-12 AMZN
## 384 0.5447123177 2021-07-13 AMZN
## 385 0.5446031330 2021-07-14 AMZN
## 386 0.5456796397 2021-07-15 AMZN
## 387 0.5442948032 2021-07-16 AMZN
## 388 0.5430514960 2021-07-19 AMZN
## 389 0.5426986710 2021-07-20 AMZN
## 390 0.5478997939 2021-07-21 AMZN
## 391 0.5495541603 2021-07-22 AMZN
## 392 0.5529290752 2021-07-23 AMZN
## 393 0.5538120943 2021-07-26 AMZN
## 394 0.5546554297 2021-07-27 AMZN
## 395 0.5554477823 2021-07-28 AMZN
## 396 0.5531453969 2021-07-29 AMZN
## 397 0.5321846373 2021-07-30 AMZN
## 398 0.5325966692 2021-08-02 AMZN
## 399 0.5307450774 2021-08-03 AMZN
## 400 0.5339616986 2021-08-04 AMZN
## 401 0.5355861295 2021-08-05 AMZN
## 402 0.5384115862 2021-08-06 AMZN
## 403 0.5305414831 2021-08-09 AMZN
## 404 0.5289304062 2021-08-10 AMZN
## 405 0.5395476176 2021-08-11 AMZN
## 406 0.5400061276 2021-08-12 AMZN
## 407 0.5392052571 2021-08-13 AMZN
## 408 0.5354821816 2021-08-16 AMZN
## 409 0.5391088683 2021-08-17 AMZN
## 410 0.5426240995 2021-08-18 AMZN
## 411 0.5410920621 2021-08-19 AMZN
## 412 0.5399688545 2021-08-20 AMZN
## 413 0.5429685780 2021-08-23 AMZN
## 414 0.5311472778 2021-08-24 AMZN
## 415 0.5328066570 2021-08-25 AMZN
## 416 0.5290492088 2021-08-26 AMZN
## 417 0.5309822330 2021-08-27 AMZN
## 418 0.5331828471 2021-08-30 AMZN
## 419 0.5130841540 2021-08-31 AMZN
## 420 0.5144759886 2021-09-01 AMZN
## 421 0.5149247094 2021-09-02 AMZN
## 422 0.4977687394 2021-09-03 AMZN
## 423 0.4915373454 2021-09-07 AMZN
## 424 0.4936551420 2021-09-08 AMZN
## 425 0.4957399566 2021-09-09 AMZN
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## 1708 -0.0316691018 2020-09-03 MRNA
## 1718 -0.0299738561 2020-09-04 MRNA
## 1728 -0.0154823319 2020-09-08 MRNA
## 1738 -0.0108935533 2020-09-09 MRNA
## 1748 -0.0109841768 2020-09-10 MRNA
## 1758 -0.0082136338 2020-09-11 MRNA
## 1768 -0.0055986589 2020-09-14 MRNA
## 1778 -0.0042318628 2020-09-15 MRNA
## 1788 -0.0017539848 2020-09-16 MRNA
## 1798 -0.0011071418 2020-09-17 MRNA
## 1808 -0.0018453296 2020-09-18 MRNA
## 1818 -0.0012544105 2020-09-21 MRNA
## 1828 -0.0017432624 2020-09-22 MRNA
## 1838 0.0005914810 2020-09-23 MRNA
## 1848 -0.0008024309 2020-09-24 MRNA
## 1858 0.0037045743 2020-09-25 MRNA
## 1868 0.0321651268 2020-09-28 MRNA
## 1878 0.0366218237 2020-09-29 MRNA
## 1888 0.0163551780 2020-09-30 MRNA
## 1898 0.0155006257 2020-10-01 MRNA
## 1908 -0.0076394316 2020-10-02 MRNA
## 1918 -0.0138535331 2020-10-05 MRNA
## 1928 -0.0091787457 2020-10-06 MRNA
## 1938 -0.0065675129 2020-10-07 MRNA
## 1948 -0.0028198150 2020-10-08 MRNA
## 1958 -0.0767447628 2020-10-09 MRNA
## 1968 -0.0570899047 2020-10-12 MRNA
## 1978 -0.0478089282 2020-10-13 MRNA
## 1988 -0.0823555874 2020-10-14 MRNA
## 1998 -0.0618904531 2020-10-15 MRNA
## 2008 0.0952179096 2020-10-16 MRNA
## 2018 0.0837580549 2020-10-19 MRNA
## 2028 0.1269635744 2020-10-20 MRNA
## 2038 0.1318268736 2020-10-21 MRNA
## 2048 0.1324538667 2020-10-22 MRNA
## 2058 0.1196361762 2020-10-23 MRNA
## 2068 0.1547864139 2020-10-26 MRNA
## 2078 0.1522187783 2020-10-27 MRNA
## 2088 0.1673811152 2020-10-28 MRNA
## 2098 0.1946544961 2020-10-29 MRNA
## 2108 0.2003973051 2020-10-30 MRNA
## 2118 0.1969387356 2020-11-02 MRNA
## 2128 0.1997353399 2020-11-03 MRNA
## 2138 0.1852279318 2020-11-04 MRNA
## 2148 0.1944642289 2020-11-05 MRNA
## 2158 0.2141022396 2020-11-06 MRNA
## 2168 0.2175311757 2020-11-09 MRNA
## 2178 0.2199585476 2020-11-10 MRNA
## 2188 0.2257996572 2020-11-11 MRNA
## 2198 0.2219479933 2020-11-12 MRNA
## 2208 0.2145200059 2020-11-13 MRNA
## 2218 0.2376076606 2020-11-16 MRNA
## 2228 0.2387642612 2020-11-17 MRNA
## 2238 0.2195413871 2020-11-18 MRNA
## 2248 0.2415201803 2020-11-19 MRNA
## 2258 0.2257722297 2020-11-20 MRNA
## 2268 0.2218606848 2020-11-23 MRNA
## 2278 0.2166159173 2020-11-24 MRNA
## 2288 0.2055973541 2020-11-25 MRNA
## 2298 0.2099022462 2020-11-27 MRNA
## 2308 0.1918219778 2020-11-30 MRNA
## 2318 0.1937592000 2020-12-01 MRNA
## 2328 0.1926934047 2020-12-02 MRNA
## 2338 0.2026229615 2020-12-03 MRNA
## 2348 0.1989497167 2020-12-04 MRNA
## 2358 0.1998551970 2020-12-07 MRNA
## 2368 0.1988252518 2020-12-08 MRNA
## 2378 0.1995456765 2020-12-09 MRNA
## 2388 0.1883267591 2020-12-10 MRNA
## 2398 0.1925271784 2020-12-11 MRNA
## 2408 0.1799376249 2020-12-14 MRNA
## 2418 0.1815692839 2020-12-15 MRNA
## 2428 0.1822055181 2020-12-16 MRNA
## 2438 0.1830779540 2020-12-17 MRNA
## 2448 0.1407128417 2020-12-18 MRNA
## 2458 0.1297379564 2020-12-21 MRNA
## 2468 0.1293461139 2020-12-22 MRNA
## 2478 0.1212497006 2020-12-23 MRNA
## 2488 0.1193336742 2020-12-24 MRNA
## 2498 0.1358263994 2020-12-28 MRNA
## 2508 0.1528978656 2020-12-29 MRNA
## 2518 0.1556162797 2020-12-30 MRNA
## 2528 0.1492178880 2020-12-31 MRNA
## 2538 0.1359800853 2021-01-04 MRNA
## 2548 0.1376727369 2021-01-05 MRNA
## 2558 0.1408914910 2021-01-06 MRNA
## 2568 0.1385671685 2021-01-07 MRNA
## 2578 0.1519066316 2021-01-08 MRNA
## 2588 0.1475639577 2021-01-11 MRNA
## 2598 0.1449369799 2021-01-12 MRNA
## 2608 0.1469815655 2021-01-13 MRNA
## 2618 0.1577499619 2021-01-14 MRNA
## 2628 0.1552476291 2021-01-15 MRNA
## 2638 0.1467348881 2021-01-19 MRNA
## 2648 0.1555055514 2021-01-20 MRNA
## 2658 0.1529975700 2021-01-21 MRNA
## 2668 0.1542168963 2021-01-22 MRNA
## 2678 0.1564781240 2021-01-25 MRNA
## 2688 0.1574526074 2021-01-26 MRNA
## 2698 0.1492660972 2021-01-27 MRNA
## 2708 0.1622673211 2021-01-28 MRNA
## 2718 0.1468573257 2021-01-29 MRNA
## 2728 0.1233364903 2021-02-01 MRNA
## 2738 0.1224540105 2021-02-02 MRNA
## 2748 0.1181997654 2021-02-03 MRNA
## 2758 0.1244477811 2021-02-04 MRNA
## 2768 0.1274143720 2021-02-05 MRNA
## 2778 0.1307144402 2021-02-08 MRNA
## 2788 0.1362105941 2021-02-09 MRNA
## 2798 0.1364706866 2021-02-10 MRNA
## 2808 0.1411251961 2021-02-11 MRNA
## 2818 0.1464548445 2021-02-12 MRNA
## 2828 0.1687984794 2021-02-16 MRNA
## 2838 0.1642891868 2021-02-17 MRNA
## 2848 0.1621469006 2021-02-18 MRNA
## 2858 0.1619937895 2021-02-19 MRNA
## 2868 0.1723813435 2021-02-22 MRNA
## 2878 0.1898812889 2021-02-23 MRNA
## 2888 0.1837834512 2021-02-24 MRNA
## 2898 0.1717253502 2021-02-25 MRNA
## 2908 0.1533256548 2021-02-26 MRNA
## 2918 0.1516555052 2021-03-01 MRNA
## 2928 0.1541569225 2021-03-02 MRNA
## 2938 0.1734359002 2021-03-03 MRNA
## 2948 0.1762953896 2021-03-04 MRNA
## 2958 0.1722283703 2021-03-05 MRNA
## 2968 0.1815880738 2021-03-08 MRNA
## 2978 0.1860165383 2021-03-09 MRNA
## 2988 0.1850589866 2021-03-10 MRNA
## 2998 0.1949030800 2021-03-11 MRNA
## 3008 0.1972035333 2021-03-12 MRNA
## 3018 0.1994280219 2021-03-15 MRNA
## 3028 0.1961743569 2021-03-16 MRNA
## 3038 0.1895076913 2021-03-17 MRNA
## 3048 0.1972066083 2021-03-18 MRNA
## 3058 0.1961225970 2021-03-19 MRNA
## 3068 0.1967550304 2021-03-22 MRNA
## 3078 0.2023332456 2021-03-23 MRNA
## 3088 0.2061339375 2021-03-24 MRNA
## 3098 0.2072890349 2021-03-25 MRNA
## 3108 0.2052130771 2021-03-26 MRNA
## 3118 0.2062056344 2021-03-29 MRNA
## 3128 0.2115081842 2021-03-30 MRNA
## 3138 0.2116303100 2021-03-31 MRNA
## 3148 0.2069943867 2021-04-01 MRNA
## 3158 0.2026990820 2021-04-05 MRNA
## 3168 0.2030512935 2021-04-06 MRNA
## 3178 0.2017152648 2021-04-07 MRNA
## 3188 0.2048468330 2021-04-08 MRNA
## 3198 0.2061105518 2021-04-09 MRNA
## 3208 0.2130748460 2021-04-12 MRNA
## 3218 0.2098440579 2021-04-13 MRNA
## 3228 0.1593716149 2021-04-14 MRNA
## 3238 0.1504283411 2021-04-15 MRNA
## 3248 0.1543783753 2021-04-16 MRNA
## 3258 0.1592476152 2021-04-19 MRNA
## 3268 0.1547446190 2021-04-20 MRNA
## 3278 0.1591434437 2021-04-21 MRNA
## 3288 0.1626049861 2021-04-22 MRNA
## 3298 0.1632644329 2021-04-23 MRNA
## 3308 0.1680620347 2021-04-26 MRNA
## 3318 0.1656607233 2021-04-27 MRNA
## 3328 0.1686285952 2021-04-28 MRNA
## 3338 0.1605688266 2021-04-29 MRNA
## 3348 0.1596436704 2021-04-30 MRNA
## 3358 0.1505674591 2021-05-03 MRNA
## 3368 0.1569334133 2021-05-04 MRNA
## 3378 0.1563750021 2021-05-05 MRNA
## 3388 0.1546966196 2021-05-06 MRNA
## 3398 0.1562905729 2021-05-07 MRNA
## 3408 0.1581241112 2021-05-10 MRNA
## 3418 0.1509399791 2021-05-11 MRNA
## 3428 0.1595063049 2021-05-12 MRNA
## 3438 0.1537923634 2021-05-13 MRNA
## 3448 0.1644489536 2021-05-14 MRNA
## 3458 0.1656832100 2021-05-17 MRNA
## 3468 0.1626802780 2021-05-18 MRNA
## 3478 0.1672975548 2021-05-19 MRNA
## 3488 0.1696455820 2021-05-20 MRNA
## 3498 0.1697168118 2021-05-21 MRNA
## 3508 0.1703448251 2021-05-24 MRNA
## 3518 0.1600606444 2021-05-25 MRNA
## 3528 0.1602116326 2021-05-26 MRNA
## 3538 0.1583299528 2021-05-27 MRNA
## 3548 0.1567434429 2021-05-28 MRNA
## 3558 0.1572832307 2021-06-01 MRNA
## 3568 0.1565877380 2021-06-02 MRNA
## 3578 0.1556414579 2021-06-03 MRNA
## 3588 0.1261619604 2021-06-04 MRNA
## 3598 0.1138439561 2021-06-07 MRNA
## 3608 0.1029314698 2021-06-08 MRNA
## 3618 0.1048036858 2021-06-09 MRNA
## 3628 0.1003469535 2021-06-10 MRNA
## 3638 0.1013692724 2021-06-11 MRNA
## 3648 0.0974108190 2021-06-14 MRNA
## 3658 0.0992175787 2021-06-15 MRNA
## 3668 0.0920532377 2021-06-16 MRNA
## 3678 0.0905539881 2021-06-17 MRNA
## 3688 0.0878391857 2021-06-18 MRNA
## 3698 0.1058563688 2021-06-21 MRNA
## 3708 0.1072793064 2021-06-22 MRNA
## 3718 0.0957275725 2021-06-23 MRNA
## 3728 0.0931965849 2021-06-24 MRNA
## 3738 0.0830072363 2021-06-25 MRNA
## 3748 0.0816699283 2021-06-28 MRNA
## 3758 0.0871923225 2021-06-29 MRNA
## 3768 0.0852938218 2021-06-30 MRNA
## 3778 0.0934802666 2021-07-01 MRNA
## 3788 0.0981002303 2021-07-02 MRNA
## 3798 0.0985488162 2021-07-06 MRNA
## 3808 0.1204557559 2021-07-07 MRNA
## 3818 0.1286489748 2021-07-08 MRNA
## 3828 0.1272887264 2021-07-09 MRNA
## 3838 0.1330646258 2021-07-12 MRNA
## 3848 0.1400018064 2021-07-13 MRNA
## 3858 0.1424297743 2021-07-14 MRNA
## 3868 0.1367906260 2021-07-15 MRNA
## 3878 0.1069598603 2021-07-16 MRNA
## 3888 0.0771796785 2021-07-19 MRNA
## 3898 0.0703325821 2021-07-20 MRNA
## 3908 0.0734246188 2021-07-21 MRNA
## 3918 0.0863633838 2021-07-22 MRNA
## 3928 0.0983015395 2021-07-23 MRNA
## 3938 0.0938243052 2021-07-26 MRNA
## 3948 0.0940474190 2021-07-27 MRNA
## 3958 0.0906023009 2021-07-28 MRNA
## 3968 0.0851885581 2021-07-29 MRNA
## 3978 0.0833746073 2021-07-30 MRNA
## 3988 0.0879578891 2021-08-02 MRNA
## 3998 0.1166549874 2021-08-03 MRNA
## 4008 0.1090515425 2021-08-04 MRNA
## 4018 0.1079279766 2021-08-05 MRNA
## 4028 0.1157162823 2021-08-06 MRNA
## 4038 0.1246020659 2021-08-09 MRNA
## 4048 0.1277777241 2021-08-10 MRNA
## 4058 0.1176689526 2021-08-11 MRNA
## 4068 0.1234869828 2021-08-12 MRNA
## 4078 0.1258284320 2021-08-13 MRNA
## 4088 0.1287267030 2021-08-16 MRNA
## 4098 0.1195145638 2021-08-17 MRNA
## 4108 0.1220581896 2021-08-18 MRNA
## 4118 0.1243255622 2021-08-19 MRNA
## 4128 0.1248466677 2021-08-20 MRNA
## 4138 0.1379037430 2021-08-23 MRNA
## 4148 0.1396794043 2021-08-24 MRNA
## 4158 0.1408924727 2021-08-25 MRNA
## 4168 0.1393772581 2021-08-26 MRNA
## 4178 0.1287989067 2021-08-27 MRNA
## 4188 0.1277747237 2021-08-30 MRNA
## 4198 0.1416462047 2021-08-31 MRNA
## 4208 0.1388102024 2021-09-01 MRNA
## 4218 0.1734595736 2021-09-02 MRNA
## 4228 0.2051063124 2021-09-03 MRNA
## 4238 0.2027468428 2021-09-07 MRNA
## 4248 0.2045324392 2021-09-08 MRNA
## 4258 0.1896671807 2021-09-09 MRNA
## 4268 0.1916923574 2021-09-10 MRNA
## 4278 0.1833184643 2021-09-13 MRNA
## 4288 0.1800496591 2021-09-14 MRNA
## 4298 0.1806897199 2021-09-15 MRNA
## 4308 0.1800570257 2021-09-16 MRNA
## 4318 0.1849173732 2021-09-17 MRNA
## 4328 0.1880298411 2021-09-20 MRNA
## 4338 0.1871542939 2021-09-21 MRNA
## 4348 0.1841398993 2021-09-22 MRNA
## 4358 0.1891955683 2021-09-23 MRNA
## 4368 0.1750386529 2021-09-24 MRNA
## 4378 0.1796106498 2021-09-27 MRNA
## 4388 0.2106689933 2021-09-28 MRNA
## 4398 0.2270822065 2021-09-29 MRNA
## 4408 0.2273100239 2021-09-30 MRNA
## 4418 0.1970779323 2021-10-01 MRNA
## 4428 0.1974116114 2021-10-04 MRNA
## 4438 0.1733909502 2021-10-05 MRNA
## 4448 0.1674083598 2021-10-06 MRNA
## 4458 0.1751617192 2021-10-07 MRNA
## 4468 0.1687545442 2021-10-08 MRNA
## 4478 0.1576283892 2021-10-11 MRNA
## 4488 0.1584435501 2021-10-12 MRNA
## 4498 0.1473144086 2021-10-13 MRNA
## 4508 0.1535173555 2021-10-14 MRNA
## 4518 0.1449680913 2021-10-15 MRNA
## 4528 0.1512970947 2021-10-18 MRNA
## 4538 0.1531519005 2021-10-19 MRNA
## 4548 0.1401039657 2021-10-20 MRNA
## 4558 0.1409815042 2021-10-21 MRNA
## 4568 0.1418218016 2021-10-22 MRNA
## 4578 0.1348488636 2021-10-25 MRNA
## 4588 0.1294134251 2021-10-26 MRNA
## 4598 0.1312000164 2021-10-27 MRNA
## 4608 0.1374327409 2021-10-28 MRNA
## 4618 0.1354057823 2021-10-29 MRNA
## 4628 0.1310912801 2021-11-01 MRNA
## 4638 0.1291607685 2021-11-02 MRNA
## 4648 0.1268596577 2021-11-03 MRNA
## 4658 0.1139134050 2021-11-04 MRNA
## 4668 0.0991198596 2021-11-05 MRNA
## 4678 0.0992370631 2021-11-08 MRNA
## 4688 0.1012785650 2021-11-09 MRNA
## 4698 0.1014071912 2021-11-10 MRNA
## 4708 0.1012086121 2021-11-11 MRNA
## 4718 0.1007859672 2021-11-12 MRNA
## 4728 0.1075181344 2021-11-15 MRNA
## 4738 0.1086076569 2021-11-16 MRNA
## 4748 0.1033462741 2021-11-17 MRNA
## 4758 0.0987569172 2021-11-18 MRNA
## 4768 0.0915320704 2021-11-19 MRNA
## 4778 0.0738840300 2021-11-22 MRNA
## 4788 0.0715231489 2021-11-23 MRNA
## 4798 0.0656324558 2021-11-24 MRNA
## 4808 -0.0224562324 2021-11-26 MRNA
## 4818 0.0031845284 2021-11-29 MRNA
## 4828 0.0197849479 2021-11-30 MRNA
## 4838 0.0498608864 2021-12-01 MRNA
## 4848 0.0434559631 2021-12-02 MRNA
## 4858 0.0397926939 2021-12-03 MRNA
## 4868 0.0023183799 2021-12-06 MRNA
## 4878 0.0214767822 2021-12-07 MRNA
## 4888 0.0237652523 2021-12-08 MRNA
## 4898 0.0280155972 2021-12-09 MRNA
## 4908 0.0133306821 2021-12-10 MRNA
## 4918 0.0044978071 2021-12-13 MRNA
## 4928 -0.0143421286 2021-12-14 MRNA
## 4938 -0.0054136436 2021-12-15 MRNA
## 4948 -0.0207400058 2021-12-16 MRNA
## 4958 -0.0286342448 2021-12-17 MRNA
## 4968 -0.0159781927 2021-12-20 MRNA
## 4978 -0.0258890976 2021-12-21 MRNA
## 4988 -0.0434824571 2021-12-22 MRNA
## 4998 -0.0449940172 2021-12-23 MRNA
## 5008 -0.0500176686 2021-12-27 MRNA
## 5018 -0.0479017686 2021-12-28 MRNA
## 5028 -0.0482894877 2021-12-29 MRNA
## 5038 -0.0491511044 2021-12-30 MRNA
## 5048 -0.0495311638 2021-12-31 MRNA
## 5058 -0.0562196615 2022-01-03 MRNA
## 5068 -0.0563714307 2022-01-04 MRNA
## 5078 -0.0276933875 2022-01-05 MRNA
## 5088 -0.0348036617 2022-01-06 MRNA
## 5098 -0.0326515530 2022-01-07 MRNA
## 5108 -0.0355708967 2022-01-10 MRNA
## 5118 -0.0417129912 2022-01-11 MRNA
## 5128 -0.0413882542 2022-01-12 MRNA
## 5138 -0.0273268481 2022-01-13 MRNA
## 5148 -0.0264865328 2022-01-14 MRNA
## 5158 -0.0003436384 2022-01-18 MRNA
## 5168 0.0085567842 2022-01-19 MRNA
## 5178 0.0151601703 2022-01-20 MRNA
## 5188 0.0245669363 2022-01-21 MRNA
## 5198 0.0150222837 2022-01-24 MRNA
## 5208 0.0156692482 2022-01-25 MRNA
## 5218 0.0144957252 2022-01-26 MRNA
## 5228 0.0143835157 2022-01-27 MRNA
## 5238 0.0386764471 2022-01-28 MRNA
## 5248 0.0534638609 2022-01-31 MRNA
## 5258 0.0555352713 2022-02-01 MRNA
## 5268 0.0532418496 2022-02-02 MRNA
## 5278 0.0623426425 2022-02-03 MRNA
## 5288 0.0622976204 2022-02-04 MRNA
## 5298 0.0629777855 2022-02-07 MRNA
## 5308 0.0602636332 2022-02-08 MRNA
## 5318 0.0790920162 2022-02-09 MRNA
## 5328 0.0828556681 2022-02-10 MRNA
## 5338 0.0783331595 2022-02-11 MRNA
## 5348 0.0825771392 2022-02-14 MRNA
## 5358 0.0933522555 2022-02-15 MRNA
## 5368 0.0961632000 2022-02-16 MRNA
## 5378 0.1145347922 2022-02-17 MRNA
## 5388 0.1364688552 2022-02-18 MRNA
## 5398 0.1401317041 2022-02-22 MRNA
## 5408 0.1475807497 2022-02-23 MRNA
## 5418 0.1701619963 2022-02-24 MRNA
## 5428 0.1511993852 2022-02-25 MRNA
## 5438 0.1516823204 2022-02-28 MRNA
## 5448 0.1536140722 2022-03-01 MRNA
## 5458 0.1512355785 2022-03-02 MRNA
## 5468 0.1536208032 2022-03-03 MRNA
## 5478 0.1581989068 2022-03-04 MRNA
## 5488 0.1768067207 2022-03-07 MRNA
## 5498 0.1651574207 2022-03-08 MRNA
## 5508 0.1968606281 2022-03-09 MRNA
## 5518 0.1975743538 2022-03-10 MRNA
## 5528 0.1968792492 2022-03-11 MRNA
## 5538 0.1942951404 2022-03-14 MRNA
## 5548 0.1915102491 2022-03-15 MRNA
## 5558 0.2292804715 2022-03-16 MRNA
## 5568 0.2273033368 2022-03-17 MRNA
## 5578 0.2341656133 2022-03-18 MRNA
## 5588 0.2356800834 2022-03-21 MRNA
## 5598 0.2505225561 2022-03-22 MRNA
## 5608 0.2550140875 2022-03-23 MRNA
## 5618 0.2567722582 2022-03-24 MRNA
## 5628 0.2492764461 2022-03-25 MRNA
## 5638 0.2468572398 2022-03-28 MRNA
## 5648 0.2526865635 2022-03-29 MRNA
## 5658 0.2539335534 2022-03-30 MRNA
## 5668 0.2549113711 2022-03-31 MRNA
## 5678 0.2607346953 2022-04-01 MRNAp = ggplot(corr_joined, aes(x=Date, y=corr, colour = symbol)) + geom_line() + labs(x = "Date", y = "rolling correlation (150D period)") + ggtitle("examining correlation of vaccine macufacturers compared to typical stocks") + theme_clean()
ggplotly(p)9.2 log and slope correlation
- Jasmie and Christin
glimpse(df_aus)## Rows: 264
## Columns: 19
## $ Date <chr> "Feb 22, 2021", "Feb 23, 2021", "Feb 24, 2021", "Fe~
## $ Price <dbl> 6780.9, 6839.2, 6777.8, 6834.0, 6673.3, 6789.6, 676~
## $ Open <chr> "6,793.80", "6,780.90", "6,839.20", "6,777.80", "6,~
## $ High <chr> "6,824.80", "6,839.20", "6,839.20", "6,857.30", "6,~
## $ Low <chr> "6,774.30", "6,765.30", "6,762.60", "6,777.80", "6,~
## $ Vol. <chr> "653.24M", "806.33M", "677.31M", "806.72M", "1.03B"~
## $ Change <chr> "-0.19%", "0.86%", "-0.90%", "0.83%", "-2.35%", "1.~
## $ date <date> 2021-02-22, 2021-02-23, 2021-02-24, 2021-02-25, 20~
## $ new_cases <dbl> 7, 2, 8, 10, 8, 8, 10, 11, 14, 8, 15, 13, 16, 12, 1~
## $ new_deaths <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ~
## $ location <chr> "Australia", "Australia", "Australia", "Australia",~
## $ new_vaccinations <dbl> 2769, 4125, 9715, 6881, 6490, 7277, 9163, 9939, 108~
## $ new_tests <dbl> 36501, 43521, 56776, 49940, 47899, 24226, 39974, 52~
## $ population <dbl> 25788217, 25788217, 25788217, 25788217, 25788217, 2~
## $ population_density <dbl> 3.202, 3.202, 3.202, 3.202, 3.202, 3.202, 3.202, 3.~
## $ total_tests <dbl> 14090307, 14133828, 14190604, 14240544, 14288443, 1~
## $ total_vaccinations <dbl> 2789, 6914, 16629, 23510, 30000, 41907, 51070, 6100~
## $ total_cases <dbl> 28937, 28939, 28947, 28957, 28965, 28986, 28996, 29~
## $ Price_mul30 <dbl> 203427, 205176, 203334, 205020, 200199, 203688, 202~df_aus$LpriceP = log(df_aus$Price/log(df_aus$Price))
df_aus$Lnew_vaccinationsP = log(df_aus$new_vaccinations/log(df_aus$new_vaccinations))
df_aus$Lnew_testsP = log(df_aus$new_tests/log(df_aus$new_tests))
df_aus = drop_na(df_aus, LpriceP, Lnew_vaccinationsP, Lnew_testsP)
#M2 = lm(Price ~ polym(new_tests, new_vaccinations, degree=2, raw=TRUE), data=df_aus)
#summary(M2)
ggplot(data = df_aus) + geom_point(aes(x = Lnew_testsP, y = LpriceP), color = "light blue") +
geom_point(aes(x = Lnew_vaccinationsP, y = LpriceP), color = "light green") +
ggtitle("Prices of stocks against new tests and new_vaccinations") + ylab("Price") +theme_classic()
M = lm(LpriceP ~ Lnew_testsP+Lnew_vaccinationsP, data=df_aus)
summary(M)